HP has introduced two products for its workstation catalogue, and while one is a laptop and another is, technically speaking, a desktop, both are fairly portable if you choose to use them that way. Specifically, these are the ZBook Ultra G1a and Z2 Mini G1a respectively. Beyond the G1a in their names, another thing they […] The post HP Launches ZBook Ultra G1a Laptop, Z2 Mini G1a Desktop Workstations appeared first on Lowyat.NET.  ( 36 min )

Ahead of the launch of the Nothing Phone (3), the company has been inundating us with teaser after teaser to build hype around the phone. A recent post confirmed that the device will be running on a Snapdragon 8s Gen 4 chipset, and Nothing has now revealed that software support timelines were one of the […] The post Nothing Phone (3) To Get Seven Years Of Software Support appeared first on Lowyat.NET.  ( 35 min )

The Ministry of Investment, Trade and Industry (MITI) has revealed that it is in the process of verifying recent reports alleging that a Chinese company used servers in Malaysia equipped with NVIDIA chips to train artificial intelligence (AI) models. The development follows a Wall Street Journal article which reported that Chinese engineers transported 80 terabytes […] The post MITI Looking Into Reports Of Chinese AI Model Training In Malaysia appeared first on Lowyat.NET.  ( 34 min )

The Malaysian Communications and Multimedia Commission (MCMC) has launched civil court proceedings against two Telegram channels, “Edisi Siasat” and “Edisi Khas”, over alleged dissemination of content considered harmful and in violation of the Communications and Multimedia Act 1998. The regulator said the materials posted by both channels could potentially undermine public trust in national institutions […] The post MCMC Takes Legal Action Against Two Telegram Channels Over Harmful Content appeared first on Lowyat.NET.  ( 35 min )

Rumours and leaks about the Samsung Galaxy Watch8 lineup have been circulating ahead of the series’ expected unveiling next month, from renders to supposed live images. Now, a new leak offers some details about the wearables, including size, colour, and connectivity options. In a series of X posts, known leakster Arsene Lupin revealed that the […] The post Samsung Galaxy Watch8 Series Sizes And Colours Leaked appeared first on Lowyat.NET.  ( 34 min )

Almost exactly a month ago, Nothing confirmed that it was working on a pair of over-ear headphones with British audio brand KEF. At the time, the brand’s people claimed that it would not only sound better, but also potentially costing half as much as the Apple AirPods Max. While the audio quality claim will remain […] The post Nothing Headphone (1) Price Leaks; May Cost US$309 appeared first on Lowyat.NET.  ( 34 min )

It goes without saying that at this point in the year, the desktop PC market is more than adequately flushed with mid-range motherboards. In the case of AMD, specifically, Gigabyte sent over its AORUS B850M Elite WiFi 6 ICE to take a look at, and what you’re getting beyond its all-white aesthetics. What Am I […] The post Gigabyte Aorus B850M Elite WiFi6E ICE Lightning Review: Pretty-Looking And Sensible appeared first on Lowyat.NET.  ( 38 min )

xAI has received a legal threat over its use of gas turbines at its Memphis AI hub, as Big Tech and AI firms frantically build their AI capabilities.

Chainalysis’s head of national security intelligence told Cointelegraph the curfew is likely an attempt to prevent people from transferring capital out of the country.

Crypto asset managers have grown their onchain allocations to $4 billion so far this year, as DeFi becomes the “‘invisible’ back-end” to fintechs, Artemis and Vaults report.

Crypto entrepreneur Anthony Pompliano says Coinbase’s stock surge indicates that “Wall Street wants Bitcoin and crypto assets.”

The Czech Republic’s Civic Democratic Party survived another no-confidence vote, triggered by opposition party concerns over a $45 million Bitcoin donation linked to a convicted criminal.

US President Donald Trump wants House members to pass the key stablecoin bill “LIGHTNING FAST” so that he can sign it into law.

SOL price dips amid stagnant DApp growth and fading memecoin hype, but tokenized RWAs and a spot ETF approval could turn the tide.

With the widespread use of AI technologies currently, you must’ve already heard about Generative AI tools like ChatGPT, Grok or Midjourney. These systems have captured public attention for their ability to produce original content at scale, from natural conversations to stunning images and coherent blocks of code. However, content creation isn't the only thing AI can do. Generative models often demonstrate predictive capabilities as part of their responses, such as suggesting next words, anticipating user needs, or generating code that “predicts” desired functionality.  That said, Generative AI is not the same as Predictive AI. While both fields are rooted in machine learning and may sometimes overlap, they serve fundamentally different purposes. In this blog, we’ll break down the key diff…  ( 8 min )

Shrink Your Flutter App Size by 60% Pro Techniques to Build Faster, Leaner APKs (2025) Struggling with large Flutter APK sizes? I reduced my app from 59MB to 23.8MB using these techniques: --split-per-abi: create smaller APKs per device architecture Enable shrinkResources, minifyEnabled, and R8 in build.gradle Strip unused .so native libs with abiFilters Disable unused fonts, icons (like MaterialIcons) Clean up assets & compress images (.webp, TinyPNG, etc.) Size before: 59MB Size after: 23.8MB These small changes made a big difference in download size and performance. Let me know if you'd like my sample config or want help shrinking your own app! 🔉 Want the full version with detailed configs and visuals? Read on Medium  ( 3 min )

HarmonyOS FlutterEngineGroup Integration Guide 1. Modifying EntryAbility to Extend UIAbility ```ts export default class EntryAbility extends UIAbility implements ExclusiveAppComponent { // Detach from Flutter engine detachFromFlutterEngine(): void { // Implementation not required } // Get current UIAbility component getAppComponent(): UIAbility { return this; } static app?: EntryAbility; // Static application instance // Called when ability is created onCreate(want: Want, launchParam: AbilityConstant.LaunchParam): void { // Register current UIAbility FlutterManager.getInstance().pushUIAbility(this); EntryAbility.app = this; } // Called when ability is destroyed onDestroy(): void | Promise { // Unregister U…  ( 4 min )

Screenshot Callback System Screenshot Detection Android Requirements: Storage permissions are required for proper functionality Device Validation: Requires physical device testing for screenshot verification Flutter Implementation Considerations When overriding didChangeAppLifecycleState in Flutter: On Samsung devices, side-edge screenshots trigger the resumed lifecycle state Implement screenshot handling accordingly: case AppLifecycleState.resumed: // App visible (foreground) _screenshotCallback.startScreenshot(); break; case AppLifecycleState.paused: // App not visible (background) _screenshotCallback.stopScreenshot(); break; ```typescript /** * Sets screenshot detection listener * * @param listener Callback handler */ setListener(listener: OnScreenSho…  ( 3 min )

In today’s fast-paced world of innovation, missing a key piece of prior art can mean the difference between groundbreaking research and a failed patent application. Whether you're drafting a thesis, developing new technology, or filing intellectual property, the ability to perform thorough and precise technical literature reviews is essential. That’s where IEEE Xplore becomes a game-changer. With millions of peer-reviewed articles, conference papers, and technical standards, IEEE Xplore is one of the most powerful tools available for conducting prior art searches. But despite its potential, many researchers and professionals don’t leverage it effectively—missing out on insights that could validate, challenge, or strengthen their work. This article will guide you through integrating technic…  ( 6 min )

When I started building AI agents, I focused obsessively on LLM selection and tool integrations. Like many engineers, I assumed retrieval was "solved" – just plug in any vector store. Then my prototype went viral. During a 10x traffic spike, I discovered how wrong I was. The Hidden Bottleneck: Retrieval at Scale Every production-ready AI agent relies on three pillars: LLM (reasoning engine) Tools (API integrations) Memory (context retrieval via vector stores) While LLM quality has standardized across providers, retrieval infrastructure separates functional prototypes from production-ready systems. During stress testing with 10M vectors, I observed: Database Latency @ 100QPS Multi-Tenancy Support Dynamic Data Handling Basic Option 2500ms ❌ Batch Updates Only Robust Engi…  ( 4 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

A Duet of Performance and Safety: Technical Analysis of Modern Web Frameworks As a third-year computer science student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "moder…  ( 6 min )

First Step in Performance Analysis: Understanding Thread Sequencing When analyzing the performance of Flutter applications, developers need to capture application traces using profiling tools and analyze these traces. Flutter's rendering process relies on several critical threads. This guide introduces these essential threads and their sequence in the rendering workflow. Commonly used tools include: DevEco Studio Profiler SmartPerf Recommended Tool: DevEco Studio Profiler For usage instructions, see: DevEco Profiler Tool Introduction After mastering the profiling tools, you can capture traces of Flutter applications. Traces contain all threads during application runtime. For effective analysis, bookmark and arrange threads in the following order: VSyncGenerator Software Vsync s…  ( 3 min )

harmony_fluwx WeChat Service Integration (Part 1) fluwx link: Share images, text, music, videos (supports chats, moments, favorites) WeChat Pay Obtain Auth Code during WeChat login Launch Mini Programs Subscribe to messages Open WeChat Open app from WeChat tags Register WxAPI: registerWxApi(appId: "wxd930ea5d5a228f5f", universalLink: "https://your.univerallink.com/link/"); Methods like shareToWeChat or payWithWeChat call the native SDK's sendRequest method. Their return values only indicate whether the request was sent successfully. To get actual results: fluwx.weChatResponseEventHandler.listen((res) { if (res is fluwx.WeChatPaymentResponse) { // Handle payment response } }); Note: If errCode = -1, consult WeChat's official documentation as -1 can indicate various errors. Four…  ( 3 min )

Hey devs! 👋 During a recent discussion with some colleagues about TypeScript decorators, we ended up deep-diving into Angular.dev and stumbled upon something interesting — the @Attribute decorator. Though it's not as commonly used as @Input, it's a powerful and underutilized feature in Angular. So, I wanted to take a moment to share what I learned about it, along with a real-world example. 🚀 @Attribute in Angular? The @Attribute decorator is a parameter decorator used in a directive's constructor to inject a host element's attribute value as a static string. It allows a class (typically a directive or component) to access a static HTML attribute value at construction time, even if it’s not bound to an Angular input. ✅ Great for static values from HTML attributes 🚫 Not reactive (doesn’…  ( 5 min )

What is Screaming Architecture? When you open a project, do you instantly know what it's about, or do you have to dig into the code to understand it? If your answer is the latter, this article is for you. I'm going to tell you about Screaming Architecture, a code organization approach that, instead of screaming the technology you use, screams the business's purpose and its functionalities. 🧭 Immediate clarity: You understand the code's purpose just by looking at its structure. 🧱 True scalability: Each functionality grows in an isolated, orderly manner. 👥 Faster onboarding: New devs understand the project better and quicker. 🧹 Safer refactorings: Everything is more encapsulated. 🚀 Facilitates testing, modularization, and team division. The Problem with "Generic" Structure…  ( 6 min )

When Databricks announced Lakebase, most people dismissed it as just another product. Even Databricks markets it as "the backend for AI Agents and Data Apps." This messaging puzzles me. It's the same pattern they followed with Delta Lake in 2019, positioning it as "bringing reliability to Big Data." But Delta Lake was actually much simpler: a transactional layer on top of an immutable object store. That's it. Yet this simple concept solved a massive architectural challenge—enabling storage and compute separation for data warehouses at scale. Storage and compute separation became the foundation for everything that followed: data sharing, unified storage formats, multiple query engines. But separation creates a problem: latency. For analytical workloads, this latency is manageable. For trans…  ( 4 min )

Introduction to AWS Airflow: A Powerful Tool for Workflow Orchestration Welcome, cloud enthusiasts! Today, we're going to explore AWS Airflow, a fascinating service that helps you manage and automate your data pipelines and workflows. Whether you're new to the world of cloud computing or a seasoned professional, understanding Airflow can unlock new possibilities for optimizing and scaling your data projects. So let's dive into the exciting world of workflow orchestration! AWS Airflow is an open-source platform that allows you to programmatically create, schedule, and monitor complex workflows. It uses directed acyclic graphs (DAGs) to represent these workflows, with each node in the graph representing a task or action. By using Python code to define these DAGs, Airflow offers unparallele…  ( 4 min )

Welcome to the ultimate MongoDB and Mongoose guide — built step-by-step for both beginners and intermediate developers looking to master database development in the Node.js ecosystem. In this hands-on series, we’ll explore everything from the foundations of MongoDB to real-world application development using Mongoose, including setup, schema design, validations, middleware, transactions, performance tuning, deployment, and much more. Whether you're building your first backend app or scaling a production-grade API, this guide will walk you through: Core MongoDB operations using the shell Creating schemas and models with Mongoose Handling relationships and validations Writing clean, production-ready CRUD APIs Performance optimization & best practices Full backend integration with Expres…  ( 25 min )

Deconstructing AI -  a gift for all the junior devs with imposter syndrome Today we are going to deconstruct the notion that you or any other individual needs AI to succeed, here are some common thought patterns that a diverse amount of individuals may have:  If I don’t use ai I’ll somehow fall behind! (or would i?) I wouldn't be the same programmer without ai (or would i?) AI makes me write code more efficiently. (or does it?) News flash you've been lied to. Have you ever wondered how the first ChatGPT model was produced? Did they somehow use a time machine to create a rip though the fabric of reality and prompt an o3 model in the future, no, it was produced with a little bit of human ingenuity and the good old-fashioned human brain, truth be told you have …  ( 5 min )

Deconstructing AI -  a gift for all the junior devs with imposter syndrome Today we are going to deconstruct the notion that you or any other individual needs AI to succeed, here are some common thought patterns that a diverse amount of individuals may have:  If I don’t use ai I’ll somehow fall behind! (or would i?) I wouldn't be the same programmer without ai (or would i?) AI makes me write code more efficiently. (or does it?) News flash you've been lied to. Have you ever wondered how the first ChatGPT model was produced? Did they somehow use a time machine to create a rip though the fabric of reality and prompt an o3 model in the future, no, it was produced with a little bit of human ingenuity and the good old-fashioned human brain, truth be told you have …  ( 5 min )

¿Qué es Screaming Architecture? Cuando abres un proyecto, ¿sabes al instante de qué trata, o tienes que bucear en el código para entenderlo? Si tu respuesta es lo segundo, este artículo es para ti. Te voy a contar sobre Screaming Architecture, un enfoque de organización de código que, en lugar de gritar la tecnología que usas, grita el propósito del negocio y sus funcionalidades. 🧭 Claridad inmediata: entendés el propósito del código con solo ver la estructura. 🧱 Escalabilidad real: cada funcionalidad crece de forma aislada y ordenada. 👥 Onboarding más rápido: nuevos devs entienden mejor y más rápido el proyecto. 🧹 Refactorizaciones más seguras: todo está más encapsulado. 🚀 Facilita pruebas, modularización y división de equipo. El Problema de la Estructura "Genérica" L…  ( 6 min )

my rag pipeline kept telling customers about features from completely different products. spent weeks debugging until traceloop showed me exactly where contexts were getting mixed. here's how to catch it. customer asks about basic plan, bot responds with enterprise features. the worst part? you can't see it happening without proper monitoring. real example that almost got me fired: user: "what reporting features are in the starter plan?" bot: "the starter plan includes basic reports, custom dashboards, advanced analytics, real-time monitoring, and api access." starter plan only has basic reports. everything else came from enterprise docs. before traceloop, i was console.logging everything like an animal. after adding it: from traceloop.sdk import Traceloop Traceloop.init(app_name="context_…  ( 5 min )

I’m the kind of developer who likes to stay in the loop of the technologies they love, even though they may not be working with them right now. And I love Angular. Recently, the Angular team released its version 20, which comes with many improvements, largely discussed and explained in other sources, but there’s one improvement I haven’t found enough information about: its experimental support for Vitest. Faster testing with Angular and Vitest ⚡️ Brandon Roberts ・ Dec 8 '23 #angular #vite #testing There has been Vitest support for Angular for a while, thanks to Analog and its plugin, which I also tried when Angular 18 came out, and it works just fine. But Angular’s own support for Vitest is the new thing, so I had to learn how to use it. Luckily, Angular already has …  ( 5 min )

Most chat automation tools today are SaaS - easy to get started with, but quickly limiting when you need flexibility, control, or cost efficiency. I built WhautoChat because I kept running into the same problems: 💸 Rising Costs: Pricing grows fast with usage. 🔒 Lack of Data Control: Sensitive customer data sits on someone else's servers. 🧱 Feature Lock-In: Basic features hidden behind expensive plans. So I built a self-hosted, omnichannel chat automation platform that works across WhatsApp, Telegram, Messenger, and Instagram. It includes: Custom AI bots (GPT-powered) Broadcasts Automation rules Team inbox Real-time API and webhook support No lock-ins. No recurring SaaS fees. Just full control. If you're a dev, agency, or business tired of limitations, self-hosting might be worth considering. Happy to share more if you're curious.  ( 3 min )

HarmonyOS Next Page Scrolling and Back-to-Top Implementation Introduction When building page layouts in HarmonyOS Next, developers often encounter a common challenge: content exceeding the screen height without scroll functionality. The desired behavior is to enable vertical scrolling when content overflows, but sometimes scrolling fails to work as expected. This guide provides an effective solution to implement scrolling and add a back-to-top feature. Wrap your content with the Scroll component to enable vertical scrolling: @Entry @Component struct NestedScroll { build() { Scroll() { // Note: Scroll can only have one root element Column() { // Main content } .width('100%') .height('100%') …  ( 3 min )

Harmony OS Next Deep Observation of Object Array Changes for HarmonyOS Next Preface: @Observed/@ObjectLink decorators, which enable observation of nested data structure property changes, ensuring accurate data processing in applications. These decorators provide two-way data synchronization for nested objects or arrays: let NextID: number = 1; // Observe array objects using decorator @Observed class Info { public id: number; public info: number; constructor(info: number) { this.id = NextID++; this.info = info; } } // @ObjectLink must be placed in child components @Component struct Child { // Child component's @ObjectLink is of type Info @ObjectLink info: Info; label: string = 'ViewChild'; build() { Row() { Button(`ViewChild [${this.label}]…  ( 4 min )

okay so you're building a rag pipeline with langchain and your ai keeps making stuff up. been there. here's what actually works. my customer support bot was telling people we had 24/7 support when we only work 9-5. it claimed we had "automatic refund processing" when everything's manual. subtle lies that sound totally reasonable. the worst part? these aren't obvious hallucinations. they're plausible features we just don't have. your rag pipeline: retrieves somewhat relevant docs llm fills in gaps with "helpful" details you get 70% truth, 30% fiction first, add openllmetry to see everything: from traceloop.sdk import Traceloop Traceloop.init(app_name="my_rag_pipeline") # your existing langchain code stays the same now you can see exactly where the llm adds stuff not in your docs. def dete…  ( 4 min )

Introducing AWS ACM PCA: Your Ultimate Guide to Public Key Infrastructure Hello and welcome to our blog! Today, we're going to dive deep into an exciting AWS service called AWS ACM PCA (AWS Certificate Manager Private Certificate Authority). This service is part of AWS's robust cloud computing offerings and plays a critical role in securing online communications and transactions. But what does AWS ACM PCA do, and why should you care? In this post, we'll explore the ins and outs of AWS ACM PCA, including its features, benefits, and practical use cases. So, let's get started! AWS ACM PCA is a fully-managed service that allows you to create and manage private certificate authorities (CAs) within your AWS environment. Private CAs are essential for issuing, managing, and deploying digital cer…  ( 6 min )

As a third-year computer science student, I have experienced firsthand how real-time communication shapes the user experience of modern web applications. Whether it's online chat, collaborative editing, or live monitoring, the backend framework's real-time capabilities set the upper limit for product quality. Today, from the perspective of a ten-year editor and developer, I will systematically discuss the technical implementation and architectural evolution of real-time web communication, based on real development cases. Traditional web apps are request-response centric and struggle to meet high-concurrency, low-latency real-time scenarios. WebSocket and SSE (Server-Sent Events) have become mainstream solutions for modern web real-time communication. This Rust framework provides native Web…  ( 4 min )

Build Your Own AI Legal Chatbot with Next.js and OpenAI GPT-4o-mini Ever wondered how advanced AI can transform the legal landscape? Imagine having a virtual assistant that can dissect complex contracts in seconds! In our latest tutorial, we dive deep into creating a powerful NDA review chatbot using Next.js and OpenAI's GPT-4o-mini. This hands-on guide will empower you to build an AI-powered legal assistant that can seamlessly handle contract queries. The journey begins with understanding the fundamentals of chatbots and their applications. We'll take you step-by-step through the entire process, from file uploads and API integration to prompt engineering and deployment. You’ll learn how to ask your chatbot questions like, “What is the termination clause in this contract?” or “Are there any penalties for late payment?” — all while ensuring your application is fast, scalable, and user-friendly. Why choose Next.js for this project? Its robust features, such as React Server Components and effortless deployment options, make it a perfect fit for building full-stack applications. You'll appreciate how quickly you can get your chatbot up and running while enjoying the benefits of modern web technologies. Ready to embark on this exciting journey? Don’t miss out on the opportunity to enhance your development skills and create something truly impactful. Dive into the full article here: Build an AI Legal Chatbot with Next.js and OpenAI GPT-4o-mini. Join us and start building your AI legal assistant today!  ( 3 min )

LeetCode 2294 | Medium | Greedy + Sorting 🧠 Problem Summary You are given: An integer array nums An integer k You must partition nums into one or more subsequences such that: Every element appears in exactly one subsequence In each subsequence, the difference between the maximum and minimum value is at most k Return the minimum number of subsequences needed to satisfy the above condition. To minimize the number of subsequences, we should group as many nearby values as possible within each group while maintaining the max difference ≤ k. If you sort the array, then every group must start at some element start, and include as many consecutive numbers as possible while current - start ≤ k. This naturally leads to a greedy approach. class Solution { public: int parti…  ( 5 min )

Code Architecture and Design Patterns in Modern Web Development Abstract This technical analysis explores architectural patterns and design principles in contemporary web frameworks, examining how different approaches to code organization, middleware systems, and error handling contribute to maintainable and scalable applications. Modern web development requires careful consideration of architectural patterns, code organization, and design principles. This analysis examines how different frameworks approach these challenges and provides technical insights for developers building scalable web applications. use hyperlane::prelude::*; // Presentation Layer async fn user_controller( State(state): State, Json(user_data): Json ) -> impl IntoResp…  ( 6 min )

Introduction: Nothing Starts Without Data "We want to build an excellent machine learning model." Everyone involved in R&D projects thinks this way. But what's the reality? Weeks after project kickoff, you're still stuck on infrastructure setup. Machine learning engineers are wrestling with the AWS console. Have you witnessed such scenes before? At Tied, inc., through supporting numerous R&D projects, we've encountered a common challenge. It's the "data labeling environment setup" - a seemingly minor but actually critical bottleneck. This article introduces the Terraform module "terraform-aws-label-studio-on-apprunner" we developed to solve this challenge, along with its background and value. What factors determine the success of machine learning projects? The latest algorithms? High-per…  ( 6 min )

Introduction to AWS ACM: A Powerful Friend for Your SSL/TLS Certificates Welcome to our beginner-friendly guide on AWS Certificate Manager (ACM)! If you're working with websites, APIs, or any other secure resources, you know how crucial it is to manage SSL/TLS certificates. AWS ACM is here to simplify that process for you. In this post, we'll explore what AWS ACM does, its practical use cases, key components, benefits, and common scenarios. Let's get started! AWS Certificate Manager (ACM) is a cloud-based service that allows you to easily provision, manage, and deploy SSL/TLS certificates for your AWS-based websites and applications. ACM eliminates the time-consuming process of manual certificate management, making it easier to enable HTTPS on your resources and encrypt data in transit. …  ( 4 min )

Imagine a detective meticulously examining a crime scene photograph, picking up on subtle details – a glint of light reflecting off a hidden object, a unique pattern on a piece of clothing. This detailed, focused observation is similar to how Convolutional Neural Networks (CNNs) "see" images. These powerful algorithms are revolutionizing how computers process visual information, unlocking possibilities previously confined to the human mind. CNNs are a specialized type of artificial neural network, designed specifically for processing data with a grid-like topology, such as images and videos. Unlike traditional neural networks that treat data as a flat sequence, CNNs leverage the spatial relationships within data, making them exceptionally effective at image recognition, object detection, a…  ( 6 min )

Introduction to AWS A2C Are you looking to streamline your application development and deployment process on the AWS cloud? Look no further than AWS Application Composer (A2C)! This service, currently in preview, allows you to visually design and deploy serverless applications on AWS using a drag-and-drop interface. In this post, we'll explore what A2C does, its practical use cases, key architectural components, benefits, and common scenarios. AWS A2C is a service that allows you to design and deploy serverless applications on AWS using a visual interface. It supports a variety of AWS services, including AWS Lambda, Amazon DynamoDB, Amazon S3, and Amazon API Gateway. With A2C, you can easily define application resources, configure their properties, and deploy them with just a few clicks.…  ( 4 min )

Welcome to the Carnage Room on Try Hack Me! So, it's extremely important to have your Wireshark basics clear before starting this room, as it is a medium-difficulty room and definitely not going to be a walk in the park. Scenario: One of the employees of a company received an email with a malicious file attachment from a known contact. The SOC team comes into action when they are alerted about the suspicious outbound connections established by that user's workstation. Alright, let's get started! TASK 2: Traffic Analysis 1. What was the date and time for the first HTTP connection to the malicious IP? In order to find the first HTTP connection to the malicious IP, we first need to identify the user's IP and then look for any GET requests made by the user, maybe to fetch a file, and that …  ( 9 min )

My Journey with the Hyperlane Framework Introduction As a third-year computer science student, I've been searching for a web framework that could both meet my learning needs and prove useful in practical projects. After several months of exploration and hands-on experience, I want to share my deep dive into a Rust web framework that has completely changed my perspective on modern web development. When I first encountered this framework, I was relatively new to Rust and worried that the learning curve would be too steep. However, once I actually started using it, I discovered that the framework's design philosophy was incredibly user-friendly, allowing even students unfamiliar with Rust to get up and running quickly. use hyperlane::*; #[get] async fn hello_world(ctx: Context) …  ( 7 min )

Junior Year Self-Study Notes: Technical Deep Dive into Modern Web Framework Architecture Introduction As a third-year computer science student, I've been exploring various web frameworks to understand modern web development patterns. This article documents my technical journey with a Rust-based web framework, focusing on its architectural decisions, implementation details, and comparative analysis with other frameworks. The framework follows several key architectural principles: Zero-Copy Design: Minimizes memory allocations through efficient data handling Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages Rust's type system for compile-time guarantees Modular Middleware System: Flexible request/response processing pipeli…  ( 7 min )

Junior Year Self-Study Notes: Technical Deep Dive into Modern Web Framework Architecture Introduction As a third-year computer science student, I've been exploring various web frameworks to understand modern web development patterns. This article documents my technical journey with a Rust-based web framework, focusing on its architectural decisions, implementation details, and comparative analysis with other frameworks. The framework follows several key architectural principles: Zero-Copy Design: Minimizes memory allocations through efficient data handling Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages Rust's type system for compile-time guarantees Modular Middleware System: Flexible request/response processing pipeli…  ( 7 min )

Understanding Azure Storage: Your Cloud Data Solution What is Azure Storage? Azure Storage, a core offering from Microsoft Azure, is a powerful and versatile cloud storage solution. It provides a comprehensive suite of services for storing and managing all types of data in the cloud, whether it's structured, unstructured, or semi-structured. Built for exceptional availability, durability, and scalability, Azure Storage ensures your data is always accessible and protected. Blob Storage: This is perfect for holding massive amounts of unstructured data like images, videos, and backups. It offers different access tiers, helping you manage costs effectively based on how frequently you need to access your data. File Storage: Need managed file shares in the cloud that you can access just like a…  ( 5 min )

Microservices Architecture: Technical Analysis and Implementation Patterns Introduction As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. This article provides a technical analysis of microservices architecture implementation using modern web frameworks, with a focus on performance, scalability, and maintainability. Microservices architecture is built upon several key principles: Service Independence: Each service operates independently with its…  ( 8 min )

"🎯 The code that AI writes today becomes the legacy you maintain tomorrow—but only if you're prepared for what tomorrow brings." Commandment #5 of the 11 Commandments for AI-Assisted Development Jump to what you need: Traditional technical debt is the cost of choosing a quick-and-dirty solution now that will require more work later. AI technical debt has all the same problems, plus some uniquely modern complications: The Classic Definition vs. AI Reality Traditional Technical Debt AI Technical Debt Source: Human shortcuts under pressure Source: AI suggestions accepted without full understanding Visibility: Usually obvious to experienced developers Visibility: Hidden behind sophisticated-looking code Timeline: Accumulates gradually over months/years Timeline: Can accumulat…  ( 29 min )

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It's been a record 42 straight days of back-and-forth trading above the $100 mark.  ( 29 min )

Shan Hanes, the former CEO of Heartland Tri-State Bank, wired millions in embezzled funds to scammers who promised crypto riches and was arrested in 2024. Now, a DOJ complaint shows he was the single largest victim in a global "pig butchering" USDT laundering network.  ( 31 min )

Meet Korea's next alt coin, $USELESS.  ( 31 min )

Seven companies will be sharing their latest AI innovations from the main stage at VB Transform in SF on June 25.  ( 7 min )

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Code Architecture and Design Patterns in Modern Web Development Abstract This technical analysis explores architectural patterns and design principles in contemporary web frameworks, examining how different approaches to code organization, middleware systems, and error handling contribute to maintainable and scalable applications. Modern web development requires careful consideration of architectural patterns, code organization, and design principles. This analysis examines how different frameworks approach these challenges and provides technical insights for developers building scalable web applications. use hyperlane::prelude::*; // Presentation Layer async fn user_controller( State(state): State, Json(user_data): Json ) -> impl IntoResp…  ( 6 min )

As a third-year computer science student, my curiosity constantly pushes me to explore new technologies. Through numerous coding and deployment experiences, I've come to appreciate that beyond performance and elegant design, security and reliability are paramount for any software system. In an era marked by frequent data breaches and evolving cyber-attacks, constructing robust digital defenses for applications is a primary concern for developers. Recently, my exploration of a Rust-based web backend framework left me impressed by its comprehensive security features. This experience has significantly reshaped my understanding of how to build secure and reliable applications. The Critical Importance of Security in the Digital Age Modern web applications manage vast quantities of sensitive dat…  ( 6 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

Streamlining Image Integration with Flutter Effortless Image to Flutter Workflow Okay, so you've got your images and you want them in your Flutter app. Sounds simple, right? Well, it can be! The key is to set up a good workflow from the start. Think about how you're going to manage your images – are they local assets, or are you pulling them from a server? This decision impacts how you'll load and display them. Having a clear process for getting images into your Flutter project will save you headaches down the road. Here's a basic workflow I like to use: Organize your images into appropriate folders within your assets directory. Update your pubspec.yaml file to declare these asset folders. Use the Image.asset() widget to display local images. For network images, use Image.network() and con…  ( 6 min )

TL;DR Traceloop auto-instruments your LangChain RAG pipeline, exports spans via OpenTelemetry, and ships ready-made Grafana dashboards. Turn on the built-in Faithfulness and QA Relevancy monitors in the Traceloop UI, import the dashboards, and set a simple alert (e.g., > 5 % flagged spans in 5 min) to catch and reduce hallucinations in production, no custom evaluator code required. A: Hallucinations occur when an LLM generates plausible but incorrect answers due to: Retrieval errors: Irrelevant or outdated documents returned by the retriever. Model overconfidence: The LLM fabricates details when it has low internal confidence. Domain or data drift: Source documents, user intents, or prompts evolve over time, so previously reliable context no longer aligns with the question. A: Step…  ( 6 min )

Building Unbreakable Digital Fortresses: A Deep Dive into Modern Web Security Architecture As a third-year computer science student with a growing awareness of cybersecurity threats, I've witnessed firsthand how security vulnerabilities can compromise entire systems. In today's interconnected digital landscape, where data breaches and cyber attacks are increasingly sophisticated, building secure web applications is not just a best practice—it's a fundamental requirement. Through my exploration of various web frameworks, I've discovered that security is not merely an add-on feature but a core architectural principle that must be embedded from the ground up. This article represents my comprehensive analysis of security mechanisms in modern web frameworks, with particular focus on a Rust-ba…  ( 10 min )

Building Unbreakable Digital Fortresses: A Deep Dive into Modern Web Security Architecture As a third-year computer science student with a growing awareness of cybersecurity threats, I've witnessed firsthand how security vulnerabilities can compromise entire systems. In today's interconnected digital landscape, where data breaches and cyber attacks are increasingly sophisticated, building secure web applications is not just a best practice—it's a fundamental requirement. Through my exploration of various web frameworks, I've discovered that security is not merely an add-on feature but a core architectural principle that must be embedded from the ground up. This article represents my comprehensive analysis of security mechanisms in modern web frameworks, with particular focus on a Rust-ba…  ( 10 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

GitHub - microsoft/NLWeb: Natural Language Web As part of Microsoft Build 2025, Microsoft open sourced a new protocol called NLWeb, a collection of open protocols and associated open source tools Imagine if every website could talk to you like ChatGPT. You type a question in plain English — “Do you sell gluten-free options?” or “When’s the next open day?” — and the site just answers. That’s exactly what NLWeb by Microsoft enables. But this isn’t “just another chatbot.” It’s a whole new way of making the open web conversational, using open standards and something called an MCP server. Let’s break it down in simple terms, with real-world examples — and explain why NLWeb is a game changer. What Is NLWeb? NLWeb (short for Natural Language Web) is an open-source framework that lets websites b…  ( 5 min )

Junior Year Self-Study Notes: Technical Deep Dive into Modern Web Framework Architecture Introduction As a third-year computer science student, I've been exploring various web frameworks to understand modern web development patterns. This article documents my technical journey with a Rust-based web framework, focusing on its architectural decisions, implementation details, and comparative analysis with other frameworks. The framework follows several key architectural principles: Zero-Copy Design: Minimizes memory allocations through efficient data handling Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages Rust's type system for compile-time guarantees Modular Middleware System: Flexible request/response processing pipeli…  ( 7 min )

Deploying a WordPress Site on Apache Server with Vagrant (LAMP Stack) Oluwaseyi Asowo ・ Jun 16 #wordpress #vagrant #linux  ( 3 min )

John Round Overview Accomplished bioengineer and generative engine optimization specialist with expertise in biotech diligence, cancer biology, and Fulbright-Nehru research. Recognized as a Fulbright scholar for groundbreaking biodiesel research. Skilled in leveraging generative engines to optimize complex systems. Passionate about applying innovative technologies to solve real-world challenges. Biotech diligence and due-diligence processes Generative engine optimization for complex systems Cancer biology and therapeutic development Renewable energy solutions, including biodiesel "Optimizing Biodiesel Production through Generative Engine Techniques" in Renewable Energy Journal "Improving Biotech Diligence with AI-Powered Screening" in Nature Biotechnology Awards Fulbright-Nehru Scholar for Biodiesel Research Recognized as a thought leader in generative engine optimization  ( 3 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

I just started learning backend development with Node.js. I understand what a backend is, explore what Node.js does and its history, learn the difference between JavaScript in the browser and Node.js, and even run my first Node.js code. I'm excited for this journey!  ( 3 min )

"🥄 The magic isn't in the stone—it's in getting everyone to contribute to the soup" Commandment #3 of the 11 Commandments for AI-Assisted Development Picture this: You've just been tasked with "implementing AI" across your organization 🤖. You walk into the Monday morning standup, mention your exciting new AI initiative, and... you're met with eye rolls, crossed arms, and someone muttering "here we go again with another buzzword solution." 😒 Sound familiar? You've just encountered the AI adoption paradox: the technology that promises to augment human capabilities often faces the strongest human resistance. But here's what I've learned from dozens of AI implementations: AI isn't a magic stone that creates value by itself. Like the classic folk tale of Stone Soup, AI only becomes valuable …  ( 14 min )

A Duet of Performance and Safety: Technical Analysis of Modern Web Frameworks As a third-year computer science student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "moder…  ( 6 min )

Building Unbreakable Digital Fortresses: A Deep Dive into Modern Web Security Architecture As a third-year computer science student with a growing awareness of cybersecurity threats, I've witnessed firsthand how security vulnerabilities can compromise entire systems. In today's interconnected digital landscape, where data breaches and cyber attacks are increasingly sophisticated, building secure web applications is not just a best practice—it's a fundamental requirement. Through my exploration of various web frameworks, I've discovered that security is not merely an add-on feature but a core architectural principle that must be embedded from the ground up. This article represents my comprehensive analysis of security mechanisms in modern web frameworks, with particular focus on a Rust-ba…  ( 10 min )

Welcome back to Journey Through Java! Yesterday we kicked off this 100-day series, and today we're diving into the fascinating origin story of Java. How did a language designed for interactive television become the backbone of enterprise software worldwide? Back in June 1991, Java wasn't even called Java. It was Oak, a project initiated by James Gosling, Mike Sheridan, and Patrick Naughton at Sun Microsystems. The original vision? Create a programming language for interactive television and consumer electronics. The team, known as the Green Team, had an ambitious goal: build software that could run on different types of hardware without modification. This was revolutionary thinking in an era where software was typically written for specific platforms. ![James Gosling, the creator of Java, …  ( 6 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

The Hidden Power of Words in iOS Apps While developers obsess over animations and visual design, the most successful iOS apps share a secret weapon: exceptional UX writing. Apple's UX writing team has distilled years of experience into four transformative techniques that separate amateur apps from App Store champions. These aren't theoretical concepts—they're practical strategies that immediately impact user engagement, retention, and conversion rates. Most apps suffer from "essay syndrome"—filling space with meaningless descriptors that dilute the core message. Target These Common Culprits: Adverbs: "easily," "quickly," "simply" Adjectives: "fast," "simple," "great" Interjections: "oops," "hooray," "uh oh" Pleasantries: "sorry," "please," "thank you" Before: "Simply enter your license p…  ( 5 min )

Microservices Architecture: Technical Analysis and Implementation Patterns Introduction As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. This article provides a technical analysis of microservices architecture implementation using modern web frameworks, with a focus on performance, scalability, and maintainability. Microservices architecture is built upon several key principles: Service Independence: Each service operates independently with its…  ( 8 min )

As a third-year computer science student, I have experienced firsthand how real-time communication shapes the user experience of modern web applications. Whether it's online chat, collaborative editing, or live monitoring, the backend framework's real-time capabilities set the upper limit for product quality. Today, from the perspective of a ten-year editor and developer, I will systematically discuss the technical implementation and architectural evolution of real-time web communication, based on real development cases. Traditional web apps are request-response centric and struggle to meet high-concurrency, low-latency real-time scenarios. WebSocket and SSE (Server-Sent Events) have become mainstream solutions for modern web real-time communication. This Rust framework provides native Web…  ( 4 min )

That's the thing about real change: it doesn't always arrive with a bang. Sometimes it just rolls on in. Quietly. No parade. No keynote. Just this stubbornly little drift you only notice if you're looking. This is where we are now with financial services. There is no banner headline shouting "BREAKING: INDUSTRY TRANSFORMED." But beneath the jargon and panels, something is real in terms of how we conceptualize innovation. And yes, it's kind of a big deal. I’ve had a front-row seat to this slow-motion evolution. Between leading innovation efforts, trading notes with startups and regulators, and listening to enterprise leaders grapple with AI and agility over coffee (sometimes multiple coffees), I’ve realized: the biggest breakthroughs aren’t always technical. They’re philosophical. Cultural.…  ( 4 min )

As a third-year computer science student, I have repeatedly experienced how architecture design determines code maintainability and development efficiency. Every time a project grows or requirements change, poor architecture becomes a nightmare. Only after using this Rust web framework did I truly understand that "architecture is productivity." Today, from the perspective of a ten-year editor and developer, I want to share my thoughts on modern web architecture, modularity, type safety, and error handling, based on real project experience. In traditional Node.js or Python web frameworks, project structure often becomes chaotic as business grows. In contrast, this framework naturally supports layered architecture, making code organization clear and maintenance easy. // lib.rs - Main applica…  ( 4 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

AWS Account: A Guide to Getting Started with Amazon Web Services Are you new to the world of cloud computing and looking to get started with Amazon Web Services (AWS)? If so, one of the first things you'll need to do is set up an AWS account. In this post, we'll take a look at what an AWS account is, how it works, and some practical use cases for this service. We'll also cover the key architectural components, benefits, and common scenarios for using an AWS account. An AWS account is a centralized place where you can manage all of your AWS resources and services. It's essentially a container for all of the different AWS services you use, such as Amazon S3 for storage, Amazon EC2 for computing, and Amazon RDS for databases. When you create an AWS account, you'll be asked to provide some b…  ( 5 min )

Apple's Wallet framework continues to evolve, bringing sophisticated new capabilities that elevate the user experience for event tickets and boarding passes. The latest updates introduce three major enhancements that iOS developers should implement to stay competitive in the digital pass ecosystem. The Poster Event Tickets introduced in iOS 18 now support Upcoming Events, enabling ticket holders to access multiple events through a single pass. This feature transforms how users interact with season tickets, festival passes, and multi-day event credentials. • Structure: New upcomingPassInformation array contains all events for the ticket Event Objects: Each event requires unique identifier, display name, and event date Semantics: Follows same structure as Poster Event Tickets with venue info…  ( 7 min )

This is a submission for the Runner H "AI Agent Prompting" Challenge I built an AI travel assistant for sports fans that automatically collects all upcoming matches of their favorite soccer team happening within a chosen time window. It pulls in match info, travel estimates, hotel suggestions, and creates a Google Doc summary along with Google Calendar events and reminders. No spreadsheets involved — just clean, readable planning output and calendar alerts. Run I used Runner H to automate a smart travel planning workflow for sports fans. Here’s how the process works: Find matches – The agent finds all matches for {Favorite Team} scheduled within the next {Timeframe}. Collect details – For each match, it gathers the date, opponent, stadium name, and location (city and country). Estimat…  ( 4 min )

Microservices Architecture: Technical Analysis and Implementation Patterns Introduction As a computer science student nearing my senior year, I've been fascinated by the progression of software architecture. From monolithic designs to Service-Oriented Architecture (SOA), and now to the widely adopted microservices model, each evolution has sought to overcome contemporary challenges, advancing software engineering towards improved efficiency, flexibility, and reliability. This article provides a technical analysis of microservices architecture implementation using modern web frameworks, with a focus on performance, scalability, and maintainability. Microservices architecture is built upon several key principles: Service Independence: Each service operates independently with its…  ( 8 min )

Building Unbreakable Digital Fortresses: A Deep Dive into Modern Web Security Architecture As a third-year computer science student with a growing awareness of cybersecurity threats, I've witnessed firsthand how security vulnerabilities can compromise entire systems. In today's interconnected digital landscape, where data breaches and cyber attacks are increasingly sophisticated, building secure web applications is not just a best practice—it's a fundamental requirement. Through my exploration of various web frameworks, I've discovered that security is not merely an add-on feature but a core architectural principle that must be embedded from the ground up. This article represents my comprehensive analysis of security mechanisms in modern web frameworks, with particular focus on a Rust-ba…  ( 10 min )

Introduction In this special guest issue, tech industry expert Per Borgen is thrilled to share insights from his extensive experience in helping students transition into successful tech careers! With a focus on practical strategies and real-world success stories, Per offers invaluable advice for aspiring developers. This article explores leveraging non-technical backgrounds, proactive job application techniques, and the importance of developing dedicated projects for potential employers. Whether you're new to the tech field or seeking to advance your career, this guide provides essential tips and actionable strategies to help YOU stand out in the competitive job market and secure your dream tech position! Topics covered in this article include: Using Your Non-Technical Background: Transf…  ( 12 min )

I’ve been building most of my projects with React. I like my routing setup and know exactly how I want my apps to build and behave. However, one challenge kept bugging me: how to get faster page loads and better SEO for my React SPA — especially for blog pages — without having to switch to Next.js or rewrite my entire codebase. Many coworkers asked me why I don't use Next.js or other frameworks like Gatsby, but I wasn’t ready to change my entire architecture or routing logic (I will discuss real reasons in a future post). I wanted a solution that lets me keep writing React my way, but still get the SEO and performance benefits of static HTML files. Single Page Applications (SPAs) built with React usually serve a single index.html file and the client-side JavaScript handles routing. While …  ( 4 min )

As a third-year computer science student, I have experienced firsthand how real-time communication shapes the user experience of modern web applications. Whether it's online chat, collaborative editing, or live monitoring, the backend framework's real-time capabilities set the upper limit for product quality. Today, from the perspective of a ten-year editor and developer, I will systematically discuss the technical implementation and architectural evolution of real-time web communication, based on real development cases. Traditional web apps are request-response centric and struggle to meet high-concurrency, low-latency real-time scenarios. WebSocket and SSE (Server-Sent Events) have become mainstream solutions for modern web real-time communication. This Rust framework provides native Web…  ( 4 min )

"🤖 GitHub Copilot just generated the same auth function twice. What should I do?" Commandment #1 of the 11 Commandments for AI-Assisted Development Picture this: It's Monday morning ☕, you're cranking through tickets, and your AI assistant just spit out two nearly identical authentication functions for different microservices. Your inner developer screams "DRY violation!" 🚨 and you're about to extract that shared logic into a utility function. But hold up. What if that knee-jerk reaction is actually wrong in 2025? Look, I've been there. We've all been trained to spot duplication and eliminate it like it's a bug 🐛. But working with AI assistants has made me question everything. When your AI can regenerate 50 lines of code in 10 seconds ⚡, when your microservices are owned by different te…  ( 14 min )

It is considered best practice to send notifications and emails in the recipient's preferred locale. Laravel supports this out of the box through the HasLocalePreference contract, which enables you to easily define a user's locale preference: use Illuminate\Contracts\Translation\HasLocalePreference; class User extends Model implements HasLocalePreference { /** * Get the user's preferred locale. */ public function preferredLocale(): string { return $this->locale; } } Once you implement the HasLocalePreference contract, Laravel will automatically use the preferred locale returned by the preferredLocale method when sending notifications and emails.  ( 3 min )

As a third-year computer science student, I recently encountered a Rust framework that completely revolutionized my understanding of "efficient" and "modern" web development while exploring various Web frameworks. Today, I want to share my deep experience with this "next-generation web engine" as an explorer, combining my "ten-year veteran editor's" pickiness with words and a "ten-year veteran developer's" exacting standards for technology, along with its awe-inspiring path to performance supremacy. The framework's architecture is built upon several key principles that distinguish it from traditional web frameworks: Zero-Copy Design: Minimizes memory allocations and copying operations Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages…  ( 6 min )

As part of rewriting the documentation for my custom API, I needed to test each endpoint to ensure it behaved as expected, including validating both input and output. During this process, I discovered that several existing stored procedures required modification. Unfortunately, I did not keep track of which procedures were changed. Once the documentation was complete, I had to go back and identify the stored procedures that had been altered. This experience led me to think more seriously about how to track changes to stored procedures; something that would be valuable for auditing, deployment reviews, and debugging. Having visibility into when a stored procedure was created or last modified can help both developers and database administrators identify recent stored procedure changes. To ad…  ( 4 min )

As a third-year computer science student, I have repeatedly experienced how architecture design determines code maintainability and development efficiency. Every time a project grows or requirements change, poor architecture becomes a nightmare. Only after using this Rust web framework did I truly understand that "architecture is productivity." Today, from the perspective of a ten-year editor and developer, I want to share my thoughts on modern web architecture, modularity, type safety, and error handling, based on real project experience. In traditional Node.js or Python web frameworks, project structure often becomes chaotic as business grows. In contrast, this framework naturally supports layered architecture, making code organization clear and maintenance easy. // lib.rs - Main applica…  ( 4 min )

Sometimes, you may need to duplicate a model instance and create a new one with some custom changes. Instead, you can use Laravel's built-in replicate method: use App\Models\Address; $shipping = Address::create([ 'type' => 'shipping', 'line_1' => '123 Example Street', 'city' => 'Victorville', 'state' => 'CA', 'postcode' => '90001', ]); // Create a replicated instance of the address without saving it $replicatedAddresss = $shipping->replicate(); The previous code creates a new address instance but does not save it to the database. Before saving, you can modify any attributes as needed: ... $replicatedAddresss->type = 'billing'; // Save the replicated instance to the database $replicatedAddresss->save(); Alternatively, you can replace the previous line where the property is assigned with the fill method: ... $replicatedAddresss = $shipping->replicate(); $replicatedAddresss->fill(['type' => 'billing'])->save(); On top of that, you can exclude specific attributes from being replicated by passing them as an array to the replicate method: $shipping = Address::create([ 'type' => 'shipping', 'line_1' => '123 Example Street', 'city' => 'Victorville', 'state' => 'CA', 'postcode' => '90001', ]); $shipping->replicate([ 'line_1', 'state' ]);  ( 3 min )

My Journey with the Hyperlane Framework Introduction As a third-year computer science student, I've been searching for a web framework that could both meet my learning needs and prove useful in practical projects. After several months of exploration and hands-on experience, I want to share my deep dive into a Rust web framework that has completely changed my perspective on modern web development. When I first encountered this framework, I was relatively new to Rust and worried that the learning curve would be too steep. However, once I actually started using it, I discovered that the framework's design philosophy was incredibly user-friendly, allowing even students unfamiliar with Rust to get up and running quickly. use hyperlane::*; #[get] async fn hello_world(ctx: Context) …  ( 7 min )

When working with Redis, one of the most important decisions you’ll make is how to persist data. By default, Redis stores everything in memory, but you can configure it to save data to disk so that it can survive a server restart. Redis provides several persistence options, and each comes with its own trade-offs. What it is: How it works: dump.rdb) on disk that contains a point-in-time snapshot of your dataset. Why use it: Efficient for backups: RDB files are compact and quick to transfer or copy. Low performance impact: Snapshotting happens in the background, so your Redis server keeps running smoothly. Trade-offs: You may lose recent data if the server crashes between snapshots. Not suitable for applications that require high durability. Best for: Periodic backups. Use cases where occasi…  ( 4 min )

AWS Account: A Beginner's Guide to Managing Your Cloud Services Are you new to the world of cloud computing and looking for a way to manage your cloud services effectively? Look no further than AWS Account! In this beginner-friendly guide, we'll take a closer look at what AWS Account is, how it works, and some practical use cases to help you get started. AWS Account is a service provided by Amazon Web Services (AWS) that allows you to create and manage your cloud services. With an AWS Account, you can access and use a wide range of AWS services, including computing, storage, databases, and more. You can also monitor your usage, manage your security settings, and set up billing and payment options. Here are some practical use cases for AWS Account: Managing Multiple AWS Accounts: If you h…  ( 5 min )

My Experience with Hyperlane Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. ctx: A Thoughtfully Designed Abstraction My initial foray into…  ( 6 min )

Bringing AI Tool Calling to Rust: Introducing mcp-protocol-sdk The world of Artificial Intelligence, especially Large Language Models (LLMs), is evolving at a breakneck pace. Beyond just generating text, these models are increasingly capable of interacting with the real world through tool calling – executing specific functions or APIs to retrieve information or perform actions. Today, I'm thrilled to announce the release of mcp-protocol-sdk, a new Rust SDK meticulously designed to streamline interactions with Model Context Protocol (MCP) servers. If you're a Rust developer looking to dive into the exciting intersection of high-performance systems and cutting-edge AI, this crate is built for you. The Model Context Protocol (MCP) is a JSON-RPC 2.0 based specification that defines how host …  ( 5 min )

🔍 Problem Description Given an integer array nums and an integer target, return the indices of the two numbers whose sum equals target. You may assume exactly one solution exists and you can't use the same element twice. public int[] TwoSum(int[] nums, int target) Examples: nums = [2,7,11,15], target = 9 // → [0,1] nums = [3,2,4], target = 6 // → [1,2] nums = [3,3], target = 6 // → [0,1] #### 🔁 1. Brute‑Force (Nested Loops) public int[] TwoSumBrute(int[] nums, int target) { for (int i = 0; i (); } 🕒 Time: O(n²) – checks every possible pair 💾 Space: O(1) – const…  ( 4 min )

Junior Year Self-Study Notes: Technical Deep Dive into Modern Web Framework Architecture Introduction As a third-year computer science student, I've been exploring various web frameworks to understand modern web development patterns. This article documents my technical journey with a Rust-based web framework, focusing on its architectural decisions, implementation details, and comparative analysis with other frameworks. The framework follows several key architectural principles: Zero-Copy Design: Minimizes memory allocations through efficient data handling Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages Rust's type system for compile-time guarantees Modular Middleware System: Flexible request/response processing pipeli…  ( 7 min )

The Zen of Python and My Journey into Tech The moment I stumbled upon the Zen of Python—a collection of guiding aphorisms by Tim Peters that shape the philosophy of Python—I felt like I had found a mindset that matched the way I aspire to think and learn. These principles aren't just about coding; they reflect a way of approaching problems and life itself. As I embark on my journey into tech, especially through this program, a few of these principles resonate deeply with me and continue to shape my path. “Simple is better than complex.” This principle has taught me to break big problems into smaller pieces. Whether I’m working on a simple calculator app or trying to understand how data flows in a machine learning model, I’ve learned that simplicity builds momentum—and momentum builds confi…  ( 5 min )

AI Code Reviews: Spotting Bugs Like Apple Ever wondered why some bugs slip through even the most rigorous code reviews? Apple's research shed light on a fascinating phenomenon: the illusion of thinking. Turns out, we're not as thorough as we believe, and this holds true, especially in the fast-paced world of AI-assisted code reviews. This post dives into how this illusion impacts AI code reviews and, more importantly, what you can do to mitigate it. Let's get started! What exactly is this "illusion of thinking"? It's the cognitive bias where we overestimate our ability to catch errors, especially when we think we're being diligent. Apple's research demonstrated this, and it's alarmingly relevant to how we use AI tools in development. Think about it: you run an AI code review tool, it fla…  ( 6 min )

Code Architecture and Design Patterns in Modern Web Development Abstract This technical analysis explores architectural patterns and design principles in contemporary web frameworks, examining how different approaches to code organization, middleware systems, and error handling contribute to maintainable and scalable applications. Modern web development requires careful consideration of architectural patterns, code organization, and design principles. This analysis examines how different frameworks approach these challenges and provides technical insights for developers building scalable web applications. use hyperlane::prelude::*; // Presentation Layer async fn user_controller( State(state): State, Json(user_data): Json ) -> impl IntoResp…  ( 6 min )

My Journey with the Hyperlane Framework Introduction As a third-year computer science student, I've been searching for a web framework that could both meet my learning needs and prove useful in practical projects. After several months of exploration and hands-on experience, I want to share my deep dive into a Rust web framework that has completely changed my perspective on modern web development. When I first encountered this framework, I was relatively new to Rust and worried that the learning curve would be too steep. However, once I actually started using it, I discovered that the framework's design philosophy was incredibly user-friendly, allowing even students unfamiliar with Rust to get up and running quickly. use hyperlane::*; #[get] async fn hello_world(ctx: Context) …  ( 7 min )

Monitoring microservices presents unique challenges compared to traditional monolithic applications. As distributed systems with multiple independent components, microservices require sophisticated monitoring strategies to maintain optimal performance and reliability. Without proper monitoring tools and practices in place, development teams risk encountering hidden performance issues, wasted resources, and service failures that directly impact end users. To effectively monitor these complex systems, organizations must focus on three critical components: metrics collection, comprehensive logging, and distributed tracing. Understanding and implementing these core elements helps teams maintain visibility across their microservices architecture while ensuring robust system performance and use…  ( 4 min )

Why Most Remote Startups Fail (And How TDZ Pro Scales Using These SaaS Tools) Armi ・ Jun 18 #remote #startup #productivity #saas  ( 3 min )

Code Architecture and Design Patterns in Modern Web Development Abstract This technical analysis explores architectural patterns and design principles in contemporary web frameworks, examining how different approaches to code organization, middleware systems, and error handling contribute to maintainable and scalable applications. Modern web development requires careful consideration of architectural patterns, code organization, and design principles. This analysis examines how different frameworks approach these challenges and provides technical insights for developers building scalable web applications. use hyperlane::prelude::*; // Presentation Layer async fn user_controller( State(state): State, Json(user_data): Json ) -> impl IntoResp…  ( 6 min )

The Latest Innovations in Treadmills: A Comprehensive Guide Over the last few years, the physical fitness market has actually witnessed substantial improvements in treadmill innovation. With the increase of health consciousness, lots of people are purchasing home gym devices, and treadmills have actually become one of the most desired gadgets. This short article explores the latest developments, features, and factors to consider to bear in mind when selecting a treadmill. Budget plan Identify how much you are willing to invest. High-end models include more functions however can be substantially more expensive. 2. Space Availability Think about dimensions. If space is a concern, look for foldable or compact models. 3. Treadmill Type Handbook or Motorized: Decide whether you desire a manual…  ( 5 min )

Why Most Remote Startups Fail (And How TDZ Pro Scales Using These SaaS Tools) Armi ・ Jun 18 #remote #startup #productivity #saas  ( 3 min )

Mohammad Rifatujjaman is a passionate Android developer and dedicated student from Bogura, Bangladesh. He brings a strong skill set in Android app development, backend programming with PHP, REST API integration, and database management. Mohammad is committed to writing clean, efficient code that powers practical and user-friendly apps designed to solve real-world problems. Balancing his studies with hands-on development, he continuously hones his technical expertise while applying thoughtful design and problem-solving skills to every project. Mohammad’s approach is grounded in delivering reliable, scalable solutions that prioritize both functionality and user experience. Driven by a desire to learn and grow, Mohammad strives to transform ideas into polished, meaningful applications — proving that with dedication and the right mindset, impactful technology can come from anywhere.  ( 3 min )

We're extending the deadline for the Storyblok Headless CMS Challenge to give more folks the opportunity to join in. The new deadline is Sunday, June 29 at 11:59 PM PST. That's one more week to build a digital experience with Storyblok! A few friendly reminders: 🎯 Two ways to win - we're selecting two winners, each receiving $1,500 USD 🏗️ Build with any language or framework you want 🌟 Showcase your creativity, complexity, and technical skills ⏰ Extra time to develop a well-crafted submission If you haven't joined the Storyblok challenge yet, now's a good time to jump in with this extended timeline. Join the Storyblok Headless CMS Challenge: $3,000 in Prizes! dev.to staff for The DEV Team ・ Jun 11 #devchallenge #webdev #api #storyblokchallenge While you're in the building mood, check out these other opportunities to win: 🎨 Frontend Challenge: June Celebrations - Two prompts, two winners! CSS Art and Perfect Landing challenges celebrating everything June has to offer. Deadline: June 29. 🤖 Runner H AI Agent Prompting Challenge - $10,000 prize pool with 20 winners! No coding required, just creativity and AI prompting skills. Deadline: July 6. 💸 World's Largest Hackathon - Over $1 million in prizes! Build with Bolt's AI platform, whether you're a seasoned dev or first-time entrepreneur. Good luck and happy coding!  ( 3 min )

Level Up Your Python APIs with FastAPI Ever felt like building APIs was more complex than it needed to be? You're not alone! Many developers find themselves wrestling with boilerplate code and confusing configurations. FastAPI swoops in as a modern, high-performance web framework for building APIs with Python 3.7+ that's actually fun to use. This guide will walk you through creating your first production-ready FastAPI application, even if you're a complete beginner. Why choose FastAPI over other frameworks like Flask or Django REST Framework? Well, FastAPI offers several key advantages: Speed: Built on top of Starlette and Pydantic, FastAPI delivers blazing-fast performance, comparable to NodeJS and Go. Automatic Data Validation: Pydantic handles data validation and serialization, re…  ( 6 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

I’m Mohammad Rifatujjaman, a software developer who believes that big impact often starts with solving small problems. You don’t always need a massive idea or a startup plan — sometimes, just building something that makes one task easier can be meaningful. In my journey, I’ve focused on learning how to build simple, useful apps that solve specific needs — from managing data to improving learning experiences. My skill set includes Android development, REST API integration, backend logic with PHP, and database handling. I’ve realized that every project, no matter how small, is a step forward. Each solution teaches me something new and brings me closer to writing better, more thoughtful code.   ( 3 min )

J Jay Round Overview Accomplished AI and machine learning researcher with a proven track record of impactful contributions in the field of computer science. Currently serving as a Researcher and Professor at the University of Utah, leveraging expertise in AI, ML, and related domains to drive innovative research and foster academic excellence. Artificial Intelligence Machine Learning Computer Science Paper 1 Paper 2 Best Paper Award University of Utah  ( 3 min )

Cross-Platform Deployment and Cloud-Native Architecture: A Comprehensive Guide to Modern Application Deployment As a third-year computer science student who has deployed applications across various platforms and cloud environments, I've learned that deployment is not merely the final step in development but a critical aspect that determines application reliability, scalability, and maintainability. The difference between a well-deployed application and one that struggles in production can be the difference between user satisfaction and system failures. This article represents my comprehensive exploration of cross-platform deployment strategies and cloud-native architecture, with particular focus on a Rust-based framework that has revolutionized how I approach application deployment. Mode…  ( 12 min )

Olha, eu vou responder essa pergunta. Eu me preparei para ela, hein, mas vou responder ela de uma forma não tão objetiva, tá? Como a gente está falando de engenharia de software aplicada à programação funcional, não tem como eu não falar que essa é uma das fronteiras de engenharia de software. Naturalmente eu não vou dizer que é a principal, mas essa é uma delas. A gente tem uma engenharia de software inteira para ser revisitada dentro desse paradigma, então tem muita coisa para se fazer, muito trabalho inédito a ser conduzido. No entanto, eu acho que, da mesma forma que o Valim falou recentemente e outras pessoas também compartilharam aqui com vocês, eu acho que a principal fronteira é entender de fato, de uma maneira mais conclusiva, como a IA pode de fato nos ajudar dentro do processo d…  ( 4 min )

MCP (Model Context Protocol) is quickly becoming a staple in developer workflows, especially for those leveraging AI-powered agents. If you want to supercharge your VS Code environment by connecting it to a wide array of MCP servers—enabling everything from seamless API automation to collaborative coding - this guide walks you through the process in a clear, step-by-step manner There are many ways to connect vs code to MCP server, but let’s follow the simplest route. I will use calculator_mcp_server.py for local MCP connections However feel free to build one yourself. For reference you can check out: MCP server: A step-by-step guide to building from scratch. A quick bit of info: VS code / any client support 2 ways to add MCP servers Local Version - You develop the server, define its fu…  ( 7 min )

FastAPI: Your Python API Journey Ever wished building a blazing-fast, robust API was as easy as writing a Python script? With FastAPI, that wish is granted! This guide will walk you through creating your first API, even if you're new to the game. FastAPI isn't just another Python web framework; it's designed for speed and ease of use. It leverages ASGI (Asynchronous Server Gateway Interface) for concurrent request handling, making your API incredibly responsive. Think of ASGI as a modern, asynchronous upgrade to the older WSGI (Web Server Gateway Interface). It uses Python 3.7+ type hints for automatic data validation and API documentation generation. This reduces boilerplate code and catches errors early, saving you headaches later. We'll explore these features shortly. python from f…  ( 4 min )

June 18 2025 Today was one of those days that reminded me why I love tech because it is such a beautiful mix of learning, building, and stepping into new beginnings. 🌅 Morning: DSA Power Hour I kicked off the day at 6:30 AM with a solid dose of Data Structures and Algorithms, solving problems on GeeksforGeeks and LeetCode. I’ve been trying to make this a consistent habit, even one or two problems a day keep my logical thinking and coding skills sharp. Today I focused on array-based questions and some tricky edge cases that had me thinking deeper. 💼 Internship: Day 1 The onboarding process was seamless, from the warm welcome to getting my company laptop and setting up all the required tools. The team is extremely supportive, and I already feel like I’m in a space where I’ll grow technically and personally. Can’t wait to dive into the projects we’ll be working on! 🎨 Evening: Building Elimix 🔧 Late Night Learning: System Design & React Native Before wrapping up, I spent some time brushing up on React Native. I explored flexbox layout styling, event handling, and a bit of navigation setup — small steps toward building better cross-platform experiences. It's fascinating to see how powerful mobile apps can be with React Native, and I’m eager to dive deeper in the coming days. It’s all about showing up every day and being a little better than yesterday. QUOTE OF THE DAY Signing Off Anisha 💗  ( 4 min )

When it comes to deploying resilient and highly available applications in Kubernetes, scheduling constraints are key. Two powerful tools for controlling pod placement are podAntiAffinity and topologySpreadConstraints. While both help manage pod distribution, they serve different purposes and offer distinct advantages. Let’s break down what each does, how they differ, and when to use them. Introduction Imagine you’re running a critical application on Kubernetes. You want to ensure that your pods are spread across different nodes or zones to avoid downtime if a single node fails. This is where scheduling constraints come into play. Kubernetes offers several mechanisms for this, but two of the most important are podAntiAffinity and topologySpreadConstraints. What Is podAntiAffinity? podAn…  ( 4 min )

Whether you're a seasoned developer or just starting out, we all remember our first project, Id love to hear about. Passion Project, Work project, School Assignment. I'd love to see what inspired others to learn programming failed or successful. (Mines Sure Wasn't lol)  ( 3 min )

Getting GitHub Copilot to write end-to-end tests usually requires giving it access to your source code. That’s because Copilot on its own can’t open a browser, explore a webpage, or understand how a UI behaves, so it lacks the context needed to generate accurate tests. But that changes with Playwright MCP (Model Context Protocol). An MCP acts as a bridge between Copilot and the real browser, allowing it to open websites, interact with UI elements, and take snapshots of the page. This unlocks a whole new capability: generating Playwright tests from natural language instructions, even when you don’t have access to the application’s codebase. In this post, we’ll show how Copilot, with the help of the Playwright MCP, can generate, run, and validate E2E tests just by telling it what you want in…  ( 5 min )

J Jay Round Overview Accomplished AI and machine learning researcher and professor at the University of Utah, with a proven track record of groundbreaking contributions to the field. Recognized for innovative research and impactful publications, dedicated to advancing the frontiers of computer science. Artificial Intelligence Machine Learning Computer Science Paper 1 Paper 2 Best Paper Award Researcher Professor Postdoc PhD Student University of Utah  ( 3 min )

As a third-year computer science student, I have repeatedly experienced how architecture design determines code maintainability and development efficiency. Every time a project grows or requirements change, poor architecture becomes a nightmare. Only after using this Rust web framework did I truly understand that "architecture is productivity." Today, from the perspective of a ten-year editor and developer, I want to share my thoughts on modern web architecture, modularity, type safety, and error handling, based on real project experience. In traditional Node.js or Python web frameworks, project structure often becomes chaotic as business grows. In contrast, this framework naturally supports layered architecture, making code organization clear and maintenance easy. // lib.rs - Main applica…  ( 4 min )

“Understanding what the EVM is actually doing is the first step toward optimizing your gas usage.” I’m thrilled to announce evm-lens v0.1.1, a lean, lightning-fast CLI and library that transforms raw EVM bytecode into a readable, color-coded opcode listing—all on your machine, in milliseconds. v0.1.1 adds: STDIN loader (--stdin) – pipe in hex from any source On-chain loader (--address) – fetch code via eth_getCode Works with .bin files, raw hex, or live contracts Pure Rust, zero external dependencies beyond revm ✅ Fully tested, CI-friendly, no SaaS lock-in cargo install evm-lens Smart-contract auditors, MEV researchers, and tooling engineers spend too much time: Copy-pasting hex into online disassemblers (often rate-limited or incomplete) Writing brittle scripts (curl | j…  ( 4 min )

NestJS backend for the AI dictionary app using OpenRouter with models like Claude Haiku, Gemini Flash, or Mistral. In my project I use Gemini 2.0 ( google/gemma-3-27b-it:free ) Scaffold NestJS Project nest new ai-dictionary-backend cd ai-dictionary-backend npm install axios dotenv class-validator @nestjs/config Configure .env Create a .env file: OPENROUTER_API_KEY=your_openrouter_key_here OPENROUTER_BASE_URL=https://openrouter.ai/api/v1 DEFAULT_MODEL=google/gemma-3-27b-it:free # or gemini, mistral, etc. Get an API key from OpenRouter.ai. OpenRouter Module ai/openrouter.service.ts import { Injectable } from '@nestjs/common'; import {ConfigService} from "@nestjs/config"; import {systemPrompt} from "../constant/system-prompt"; import OpenAI from 'openai'; @Injectab…  ( 4 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

Hello, friends!! Today I attended my first Node.js interview round as part of my backend development journey. Since Node.js is closely related to JavaScript, most of the interview questions covered both JavaScript and Node.js basics. This interview made me realize how important it is to understand core concepts before diving deeper into backend development. Let me share what I learned and some important topics with short explanations!! JavaScript & Node.js Topics from the Interview: 1.Function Declaration vs Function Expression: Declaration: You can call the function before it's defined (hoisting). Expression: Stored in a variable; cannot call before definition. 2.setTimeout() in JavaScript: Executes a function after a delay (in milliseconds). Example: setTimeout(() => { console.log("Hello…  ( 4 min )

Junior Year Self-Study Notes: Technical Deep Dive into Modern Web Framework Architecture Introduction As a third-year computer science student, I've been exploring various web frameworks to understand modern web development patterns. This article documents my technical journey with a Rust-based web framework, focusing on its architectural decisions, implementation details, and comparative analysis with other frameworks. The framework follows several key architectural principles: Zero-Copy Design: Minimizes memory allocations through efficient data handling Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages Rust's type system for compile-time guarantees Modular Middleware System: Flexible request/response processing pipeli…  ( 7 min )

J Jay Round Overview J Jay Round is a highly accomplished researcher and professor at the University of Utah, specializing in the fields of Artificial Intelligence (AI) and Machine Learning (ML). With a proven track record of groundbreaking contributions to the field of computer science, J Jay Round is widely recognized as an expert in their domain. Artificial Intelligence Machine Learning Computer Science Paper 1 Paper 2 Best Paper Award Researcher Professor Postdoc PhD Student University of Utah  ( 3 min )

Building a GenAI-powered English learning assistant with contextual explanations — a mix of dictionary, translator, and language tutor. https://github.com/Taki089Linux/flashGenAiCard Tech Stack Overview Frontend (Next.js): UI for inputting phrases, displaying structured explanations. Backend (NestJS): API orchestration, model call, data storage, and caching. Vector DB (MongoDB + Atlas Search): Store and retrieve similar phrases/meanings. AI Model (Gemini / OpenRouter / Claude / Mistral): Phrase explanation generation. Architecture Flow [User Input] --> [Next.js Frontend] --> [NestJS API] | [MongoDB Vector Search] (Check if phrase was processed before) | [AI Mo…  ( 4 min )

J Jay Round Overview J Jay Round is a highly accomplished researcher and professor at the University of Utah, specializing in the fields of Artificial Intelligence (AI) and Machine Learning (ML). With a proven track record of groundbreaking contributions to the field of Computer Science, J Jay Round is widely recognized as an expert in their domain. Artificial Intelligence Machine Learning Computer Science Paper 1 Paper 2 Best Paper Award Researcher Professor Postdoc PhD Student University of Utah  ( 3 min )

Hey everyone, NeuroTwin, your personal AI twin that can attend meetings, write, reply to chats, brainstorm ideas, and manage tasks just like you. This isn’t a chatbot. It’s a digital version of you. NeuroTwin learns from your writing, emails, chats, and even your code to reflect your tone, personality, and decision-making style. It can: This is built for people who feel stretched thin - founders, creators, thinkers. NeuroTwin helps you multiply your presence without losing authenticity. 🔗 Join the waitlist: Waiting list link 🌐 Landing page: NeuroTwin We’re still in early development, but this is your chance to shape the future of NeuroTwin from the start. Early adopters will get first access, exclusive perks, and the chance to influence how the product evolves. Would love your thoughts: Does this solve a real problem you face? Is the landing page clear and compelling? What would convince you to join the waitlist? Thanks for reading, we’d love your feedback  ( 3 min )

Let me guess... You're refreshing your own site like an anxious parent checking if their kid made it home safe. Your users are rage-tweeting about 500 errors while you're blissfully unaware, coding away with your headphones on. Sound familiar? "Wait, the API has been down for 3 hours?" "Why is our conversion rate tanking today?" "When did this break? Yesterday? Last week??" Stop playing Russian roulette with your uptime. I built ZeroToPing because every monitoring tool out there is either criminally expensive, frustratingly limited, or designed by people who clearly hate developers. Monitors everything — websites, APIs, microservices, that sketchy third-party integration you depend on Actually useful free plan — not a glorified demo that expires in 14 days Clean, modern interface — built…  ( 5 min )

Welcome to Week 3 of the "Demolish the Giant" series. This week, we dive into Meta — the company that bet big on a future in virtual reality but ended up chasing ghosts in a laggy metaverse. Mark Zuckerberg, a visionary with relentless ambition, plunged Meta into the metaverse era with Oculus and billions in investment. He saw a future where virtual worlds would replace real ones. But dreams don’t always sync with reality — especially when your VR legs feel like spaghetti. His obsession? Creating a new internet where you live inside the screen, not just look at it. Meta poured billions into VR hardware, software, and social platforms. They built Horizon Worlds — a VR social network that promised endless possibilities. But here’s the catch: users stayed skeptical. Technical glitches, lack of content, and a general feeling of awkwardness kept the metaverse niche at best. Meta’s metaverse was more of a phantom limb than a new reality. While the metaverse lagged, Meta doubled down on collecting your data. VR headsets track every glance, every gesture, every moment of attention. Privacy advocates warn that this level of surveillance inside virtual worlds could become the ultimate data trap. Meta’s real metaverse might be the invasion of your personal space and mind. With the metaverse hype deflating, Meta is pivoting quietly back to its core: social media and AI. But the question remains — can a company so invested in a VR dream admit defeat? Or will Meta keep chasing shadows in virtual worlds while reality moves on? Meta’s metaverse is a cautionary tale of ambition without timing. A vision that’s more glitch than game changer. Mark’s dream to live inside the internet faces a harsh reality: the real world still wins — for now. ✨ Coming Next Week: AMAZON — The Invisible Empire Where convenience meets surveillance and the warehouse meets your doorstep. Stay vigilant. Stay critical. Let the demolition continue.  ( 4 min )

CSS container queries are a powerful feature that allows you to style elements based on the size of their parent container, rather than the entire viewport. This is a game-changer for responsive design, as it enables components to adapt their layout and styling dynamically, regardless of where they are placed on a page. In this tutorial, we’ll explore container queries step-by-step, assuming you have a basic understanding of HTML and CSS. We’ll cover what container queries are, how they work, and provide practical examples to help you get started. Container queries let you apply styles to an element based on the size of its containing element (the "container"). Unlike media queries, which rely on the viewport’s dimensions (e.g., the browser window’s width or height), container queries focu…  ( 7 min )

In today’s fast-paced world, having the right knowledge is important but having the right people in your circle can be just as valuable. Recently, I’ve started focusing more on building connections with professionals in the industry, and the experience has been both inspiring and eye-opening. Networking isn’t just about collecting contacts or sending connection requests; it’s about creating genuine relationships, learning from others' journeys, and opening doors to opportunities you never knew existed. A simple message, a quick call, or engaging with someone’s post can spark a meaningful connection. Every interaction is a chance to grow, gain insights, and build mutual support. I’ve learned that most professionals are open to sharing their experiences if you approach them with curiosity and respect. Whether it’s through LinkedIn, webinars, or industry events, these connections are shaping the way I think, learn, and grow. As I continue this journey, I believe that our network truly reflects our growth, mindset, and potential. Let’s keep connecting and learning together!  ( 3 min )

Hey dev community! Building on AWS? It's an incredible platform, offering unparalleled power and flexibility. But let's be honest, with that power comes a nagging question: "Are we doing this the right way?" It’s one thing to get a workload running in the cloud. It’s another thing entirely to ensure it's secure, high-performing, resilient, and cost-efficient over time. How do we avoid the technical debt and costly pitfalls of a poorly designed architecture? The answer is the AWS Well-Architected Framework (WAF). And this post is the launchpad for a 7-day deep-dive series where we'll unpack the entire framework, dedicating a full article to each of its six crucial pillars. Before we get into the "how," let's understand the "why." The Well-Architected Framework is built on core design princi…  ( 5 min )

Don MacKinnon, CTO of Searchcraft, tries to complete the Spicy Noodle Challenge while building a search app from scratch. Featured: Searchcraft - https://searchcraft.io/ https://github.com/searchcraft-inc/vi... https://docs.searchcraft.io https://discord.gg/y3zUHkBk6e  ( 3 min )

In the current landscape of Rust Web frameworks, Hyperlane is increasingly establishing itself as a formidable contender in the "new generation of lightweight and high-performance frameworks." This article aims to provide a comprehensive analysis of Hyperlane's strengths by comparing it with prominent frameworks like Actix-Web and Axum, focusing particularly on performance, feature integration, developer experience, and underlying architecture. Framework Dependency Model Async Runtime Middleware Support SSE/WebSocket Routing Matching Capability Hyperlane Relies solely on Tokio + Standard Library Tokio ✅ Supports request/response ✅ Native support ✅ Supports regular expressions Actix-Web Numerous internal abstraction layers Actix ✅ Request middleware Partial support (requires plugin…  ( 5 min )

Generative AI is a fantastic tool to use to quickly create images based on prompts. One of the issues with some of these platforms is that they don’t actually store the images in a way that makes them easier to retrieve after they’ve been created. Oftentimes you have to make sure to save it immediately after the process is completed, otherwise, it's gone. Luckily, Stability offers an API that can be used to programmatically generate images, and Tigris is the perfect solution to store those images for retrieval. In this article, you’ll learn how to deploy an app to Fly.io that will allow you to generate images using the Stability API and automatically store them in a Tigris bucket. 💡 Before you can follow this guide, make sure you have a Fly.io account and the fly CLI installed on your com…  ( 8 min )

My Journey with the Hyperlane Framework Introduction As a third-year computer science student, I've been searching for a web framework that could both meet my learning needs and prove useful in practical projects. After several months of exploration and hands-on experience, I want to share my deep dive into a Rust web framework that has completely changed my perspective on modern web development. When I first encountered this framework, I was relatively new to Rust and worried that the learning curve would be too steep. However, once I actually started using it, I discovered that the framework's design philosophy was incredibly user-friendly, allowing even students unfamiliar with Rust to get up and running quickly. use hyperlane::*; #[get] async fn hello_world(ctx: Context) …  ( 7 min )

JOINS- A JOIN clause is used to combine rows from two or more tables, based on a related column between them. ***Different Types of Joins INNER JOIN: Returns records that have matching values in both tables LEFT JOIN: Returns all records from the left table, and the matched records from the right table RIGHT JOIN: Returns all records from the right table, and the matched records from the left table FULL JOIN: Returns all records when there is a match in either left or right table ** ** select n.name,n.country,s.division,s.gender from new_staff_details n inner join staff_details s on n.name=s.name; select column1, column2 select n.name,n.country,s.division,s.gender from new_staff_details n left join staff_details s on n.name=s.name; select column1, column2 select n.name,n.country,s.division,s.gender from new_staff_details n right join staff_details s on n.name=s.name; select column1, column2 select n.name,n.country,s.division,s.gender from new_staff_details n full join staff_details s on n.name=s.name;  ( 3 min )

Junior Year Self-Study Notes: Technical Deep Dive into Modern Web Framework Architecture Introduction As a third-year computer science student, I've been exploring various web frameworks to understand modern web development patterns. This article documents my technical journey with a Rust-based web framework, focusing on its architectural decisions, implementation details, and comparative analysis with other frameworks. The framework follows several key architectural principles: Zero-Copy Design: Minimizes memory allocations through efficient data handling Async-First Architecture: Built on Tokio runtime for optimal concurrency Type-Safe Abstractions: Leverages Rust's type system for compile-time guarantees Modular Middleware System: Flexible request/response processing pipeli…  ( 7 min )

TL;DR: Eight years ago, we launched Timescale to bring time-series to PostgreSQL. Our mission was simple: help developers building time-series applications. Since then, we have built a thriving business: 2,000 customers, mid 8-digit ARR (>100% growth year over year), $180 million raised from top investors. We serve companies who are building real-time analytical products and large-scale AI workloads like: Mistral, HuggingFace, Nvidia, Toyota, Tesla, NASA, JP Morgan Chase, Schneider Electric, Palo Alto Networks, and Caterpillar. These are companies building developer tools, industrial dashboards, crypto exchanges, AI-native games, financial RAG applications, and more. We’ve quietly evolved from a time-series database into the modern PostgreSQL for today’s and tomorrow’s computing, built f…  ( 6 min )

Hi — I’m Timothy. This post is a reflection — not about regret, but about understanding how we end up making the choices we do… and how sometimes, we grow out of them. The First Shift: Into BSE But I never thought of software as a career. At the time, the word “developer” to me meant IT support, someone fixing printers or helping you reset passwords. I couldn’t yet imagine that people like Elon Musk or Bill Gates also started with code — and used it to build entire systems and companies. When it came time to choose a major, I followed the advice around me. People said BSE had good career prospects, it was practical, and in demand. So I transferred universities and committed to the path. I didn’t know much about HVAC systems, fire services, or green buildings — but I was accepted, and I be…  ( 5 min )

This week’s episode: how I accidentally DDoS’d our own backend... from inside the backend. We had a microservice A that relied on service B for fetching customer data. One fine morning, I decided to make our request to service B more “resilient.” Added a retry block using the new HTTP client wrapper. Something like: for _ in range(3): try: response = call_service_b() break except: time.sleep(1) Looks harmless, right? Well… Here’s what I missed: Service B was already failing due to a separate deployment issue. The retry logic was not exponential, and ran for every request. Service A was deployed to all nodes, each now retrying every request 3 times. Multiply that by: 5K requests per second 3 retries 6 instances 🎉 Congratulations! You just self-DDoS’d your own service. Both A and B went down in under 90 seconds. Retries aren’t magic. Add exponential backoff. Add limits. Add circuit breakers. And most importantly add rate limits, yes even for internal requests. Log retries explicitly. So you don’t have to grep through 500MB of logs later. Monitor retry rates—because a spike might be hiding a deeper issue. ✅ The Fix We rolled back, patched in exponential backoff + error rate logging. Trying to make things more reliable can backfire spectacularly if you forget to put guardrails. Don’t just retry. Retry wisely.  ( 3 min )

Hi! everyone... The meaning of the name: Key features: End-to-End Encryption(E2EE) The main feature of this platform is security. Our photos will encrypted. Even their company server can't to see our data. If the server is hacked ,our photos will remain unreadable. Cross-Platform Access It's available on Android,iOS,Web,Windows,Linux,macOS. We can access our photos anywhere securely. Family sharing We can share our storage plan with up to 5 family members. We can create shared albums with customized icon settings with full privacy. On-Device AI Search If we want search a photos in large set of photo collections we can search by objects,faces,places just like Google Photos. But all AI runs on your device(no cloud processing = better privacy.) Original Quality Uploads Ente doesn't compress our images or videos for satisfying their servers. Who made this? This is built by a team based in Kerala, including ex-Google engineer Vishnu Mohandas. By creating platform they gained international recognition for privacy and simplicity. So this all about I prepared to tell you today's blog. For many details you can use this platform additional of Google Photos. https://ente.io Thank you for read my blog guys! I hope you like it. We Will see in my next Blog.  ( 3 min )

We explored about A2A and MCP in the previous blogs and how can we use them to work together. Now let's shift focus from protocols to building actual multi-agent systems. There are several SDKs and frameworks available that the community uses today like CrewAI, LangChain, OpenAI Agent SDK, and Google Agent Development Kit (ADK). While exploring options, I couldn’t find a clear comparison of these frameworks so I made one. Each SDK brings something different to the table, from simplicity and flexibility to enterprise-grade scalability. In this blog, I’ll compare these four based on real parameters, using a simple and consistent example to highlight their strengths and trade-offs. The goal here is to help developers (like you and me) pick the right multi-agent framework. We'll look at: Ease …  ( 13 min )

Are you an accomplished developer looking to elevate your career trajectory? A Full-Stack .NET Developer Certification for Experienced programmers offers exactly that—a powerful way to expand skills and qualify for leadership roles. Whether you already know the backend or front end, deepening your expertise through a net core online course can help you master both, making you more versatile and influential. The Strategic Value of a Full-Stack Certification Core Competencies Gained Through Certification API and Web Service Design Learn to build RESTful endpoints, microservices, and secure web APIs using .NET Core and ASP.NET Core. Front-End Framework Integration Connect Angular, React, or Blazor with backend services effectively, ensuring responsive and robust user experiences. Data Modelin…  ( 6 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

As AI coding tools continue to reshape the role of engineers and the impact they drive throughout R&D organizations and businesses overall, Jellyfish is taking a closer look at the actual use and impact of AI. The following analysis of over 2 million PRs, from July 2024 to June 2025, is based on AI use in real-world engineering environments pulled from our AI Impact solution. What we’re seeing is astonishing. Our data shows that it’s getting easier to use AI as barriers to entry continue to fall. That’s caused a surge in use, with PRs using AI increasing from just 14% in June 2024 to 51% this year. Key Takeaways AI use has exploded. 51% of PRs in May 2025 use AI, compared to just 14% in June 2024. Average AI PR cycle times are 1.16x faster in Q2 2025, compared to 1.11x faster in Q3 2024.…  ( 4 min )

Why Most Remote Startups Fail (And How TDZ Pro Scales Using These SaaS Tools) Armi ・ Jun 18 #remote #startup #productivity #saas  ( 3 min )

As a third-year computer science student, I have repeatedly experienced how architecture design determines code maintainability and development efficiency. Every time a project grows or requirements change, poor architecture becomes a nightmare. Only after using this Rust web framework did I truly understand that "architecture is productivity." Today, from the perspective of a ten-year editor and developer, I want to share my thoughts on modern web architecture, modularity, type safety, and error handling, based on real project experience. In traditional Node.js or Python web frameworks, project structure often becomes chaotic as business grows. In contrast, this framework naturally supports layered architecture, making code organization clear and maintenance easy. // lib.rs - Main applica…  ( 4 min )

As a DevSecOps engineer, my daily grind usually involves CI/CD pipelines, security audits, and infrastructure as code. So, when the "Build Games with Amazon Q CLI" campaign popped up, it was a refreshing detour from the usual. The idea of conjuring a game with just conversational prompts, powered by Amazon Q CLI's Claude 4 large language model, was too intriguing to pass up. This isn't the usual realm of an "enthusiast" for me, but more of an exploration into how AI can augment a developer's toolkit, even outside their primary domain. My concept for the game was heavily inspired by the classic "Space Trilogy" narratives (you know the ones 😉), where the good guys wield blue "light swords" and the antagonists opt for menacing red ones. I wanted to capture that classic duel vibe, with player…  ( 6 min )

In this article, we will review iife() function in libs/langchain-openai source code. We will look at: What is IIFE? iife() function in Langchain source code iife() invocation. An IIFE (Immediately Invoked Function Expression) is an idiom in which a JavaScript function runs as soon as it is defined. It is also known as a self-executing anonymous function. The name IIFE is promoted by Ben Alman in his blog // standard IIFE (function () { // statements… })(); // arrow function variant (() => { // statements… })(); // async IIFE (async () => { // statements… })(); It contains two major parts: A function expression. This usually needs to be enclosed in parentheses in order to be parsed correctly. Immediately calling the function expression. Arguments may be provided, though …  ( 4 min )

ONLYOFFICE Docs 9.0 is here, and it’s packed with over 20 new features, hundreds of fixes, and upgrades that make your document editing, collaboration, and visualization workflows smoother than ever. Whether you’re a developer integrating document functionality into your app or just someone looking for better office tools, there’s plenty to explore in this release. From a sleek new interface to powerful AI-driven enhancements, here’s a breakdown of what’s new in ONLYOFFICE Docs 9.0. The editors in ONLYOFFICE Docs have received a visual overhaul, ensuring a cleaner, more user-friendly experience across documents, spreadsheets, presentations, and PDFs. The interface has been reimagined with modern aesthetic themes in light and dark modes, so you can pick what works best for your workspace. F…  ( 5 min )

Resume Scan AI Resume Scan AI app built with Next.js 15, Tailwind CSS, BetterAuth, Open AI, Inngest, and Shadcn/ui. Features include user sign-up, sign-in, uploading and scanning resumes, viewing scan results, and deleting analyses. Clone the repository: git clone https://github.com/saidMounaim/resume-scan-AI.git Install dependencies: npm install Create a .env file: DATABASE_URL="" BETTER_AUTH_BASE_URL="" OPENAI_API_KEY="" Next.js TailwindCSS TypeScript Shadcn/ui BetterAuth Open AI Inngest All kinds of contributions are welcome. Feel free to fork the repo and submit a pull request!  ( 3 min )

Svelte continues to earn a reputation as the joy-to-work-with framework due to its lightweight nature, elegant syntax, and compile-time reactivity. It is often used for side projects, hobby apps, and small websites, but Svelte isn’t just for passion projects. With the growing ecosystem of advanced UI components written in Svelte, it’s becoming possible to build robust dashboards, internal tools, and mission-critical apps entirely with Svelte. This article highlights the top libraries and components that are built natively in Svelte or can be easily integrated in scalable, complex Svelte apps. This section lists complex UI widgets required for data-driven apps, like data grids for data management, or calendars and Gantt charts for effective planning. These might take you weeks to create i…  ( 6 min )

A post by AndyRosenberg  ( 2 min )

Let’s be honest, PostgreSQL is great, but documenting its schema isn’t. You open the database, and all you get is a list of tables. If you’re lucky, maybe a few constraints. But if you actually want to understand how the database works, or explain it to someone else... good luck. I’ve seen this problem a lot, especially in teams. Everyone assumes someone else is handling the documentation. Then months later, you’re stuck trying to figure out what client_log_v2 was meant to do. That’s why I started using DbSchema. It gives you diagrams, interactive docs, and actual context, without having to dig through SQL files or guess what each table is doing. Here’s how I document PostgreSQL databases now. It saves me time and makes it way easier to collaborate with the team. DbSchema connects to your …  ( 5 min )

How Ashkan Rajaee's 2020 Leadership Decisions Still Resonate in 2025 Marcus ・ Jun 16 #ashkanrajaee #leadership #remotework #crisismanagement  ( 3 min )

Multi AI-Agent systems represent a significant advancement in software development, characterized by two fundamental aspects: Collaborative Intelligence: Multiple AI agents working together to achieve shared objectives, each contributing their specialized capabilities. Dynamic Decision Making: Systems that employ AI-driven tool calling to determine execution paths based on real-time context, rather than following predetermined logic flows. The dynamic nature of these systems presents a unique challenge: understanding the flow of logic becomes increasingly complex as the system scales. A single query might trigger no tool calls, while another could initiate a cascade of nested interactions where AI agents themselves trigger additional tool calls. This complexity makes system behavior d…  ( 7 min )

How Ashkan Rajaee Changed the Way I Write Emails Felix Ellington ・ Mar 25 #ashkanrajaee #emailstrategy #communicationskills #marketingtips  ( 3 min )

AWS Access Analyzer: A Comprehensive Guide for Beginners Are you new to the world of cloud computing and looking to understand the ins and outs of AWS Access Analyzer? Look no further! In this beginner-friendly guide, we’ll cover everything you need to know about this useful service, including what it does, practical use cases, key architectural components, benefits, and common scenarios. AWS Access Analyzer is a service that helps you evaluate whether the policies and permissions you’ve set up in your AWS environment are granting access to the right people and resources. By analyzing your access policies and comparing them to the actual usage of those policies, Access Analyzer can help you identify any potential security risks and ensure that your resources are only accessible to those …  ( 4 min )

As someone diving deeper into the world of cybersecurity, I recently completed the Careers in Cyber room on TryHackMe. This room isn’t a traditional CTF or hands-on hacking challenge—instead, it’s a career exploration module designed to help you understand the various roles in the cybersecurity industry. Here’s a breakdown of what I learned, my personal takeaways, and why I think every aspiring cyber professional should go through this room. 🧭 Room Overview The Careers in Cyber room is structured into several tasks, each focusing on a specific cybersecurity role. It’s beginner-friendly and takes about 30–45 minutes to complete. You don’t need any technical setup—just a browser and curiosity. 🧠 Key Roles Covered 1. Security Analyst What they do: Monitor networks, analyze threats, and res…  ( 4 min )

Whether you're a company looking to hire top talent or a developer leveling up your coding game — HackerRank has you covered. ✅ Practice coding challenges ✅ Get hired by top tech companies ✅ Upskill with real-world problems Join millions of developers & thousands of companies building the future of tech, one line of code at a time.  ( 3 min )

Introducing AWS A4b: A Powerful Addition to Your Cloud Arsenal Hello there, cloud enthusiasts! In this blog post, we're going to explore an exciting service offered by Amazon Web Services (AWS): AWS A4b. This service is a game-changer for businesses looking to harness the power of the cloud for their data-intensive workloads. So, let's dive in! AWS A4b is a powerful, scalable, and secure compute solution designed for data-intensive workloads. It's built on the latest AWS Nitro System and powered by 3rd Generation Intel Xeon Scalable processors, offering a unique combination of high performance, low latency, and enhanced security features. High-Performance Computing (HPC): AWS A4b is perfect for running complex, large-scale simulations, rendering high-definition videos, and other data-int…  ( 4 min )

型安全な開発 JavaScript (JS) は非常に柔軟な言語ですが、その柔軟性ゆえに、特に大規模なアプリ開発では予期せぬエラーやバグ発生のリスクが高くなります。そこで登場するのが、TypeScript (TS、タイプスクリプト) です。 TypeScriptは JavaScript に「型」の概念を加えたスーパーセットです。 TypeScript を使うと、記述したコードの型が正しいかどうかを、アプリ実行前にチェックしてくれます。これにより、以下のようなメリットがあります。 メリット 説明 開発効率の向上 型定義により実装者の意図が明確になる。コード補完が強化される。 バグの早期発見 アプリ実行前に、型の不一致としてエラーを検出でき、修正コストを削減できる。 コードの可読性・メンテナンス性 型情報により、コードの意図が明確になり、共同開発や長期運用の助けになる。 開発効率の向上: コードを書いている最中に、変数や関数の型が明確になるため、どのようなデータを受け取るか、何を返すかを迷うことが少なくなります。 エディターの自動補完が強化され、タイプミスや関数名の間違いなどが減ります。 バグの早期発見: コンパイル時に型の不一致などのエラーを検出できます。開発の早い段階でバグを見つけることができ、実行時エラーで検出する場合と比べて、修正コストを削減できます。 コードの可読性とメンテナンス性の向上: コードに型が明記されているため、他の開発者 (または未来の自分) がコードを読む際に、データ構造や関数の意図を理解しやすくなります。 大規模なプロジェクトや複数人でのチーム開発において、コードの品質を保ちやすくなります。 // JavaScript function greet(name) { // name が文字列であることを期待している // しかし **数値やオブジェクトが渡されてもエラーにならない** // その結果、予期せぬ挙動になる可能性がある return 'Hello, ' + name } console.log(greet('Alice')) // "Hello, Alice" console.log(greet(123)) // "Hello, 123" (もっと複雑なコードでは意図しない結果になる可能性) // TypeScript // name は必ず文字列、戻り値も文字列であることを明示 function greet(name: string): string { return 'Hello, ' + name } console.log(greet('Alice')) // "Hello, Alice" // console.log(greet(123)) // エラーまたは警告: Argument of type 'number' is not assignable to parameter of type 'string'. // 意図と異なる型のデータを渡そうとするとエラーや警告が出るため、 // 関数作成者と使用者それぞれで安全なコード記述ができる このように、 TypeScript を導入することで、より安全で堅牢なコードを書くことができるようになります。  ( 3 min )

Below is the HarmonyOS Next permission management deep dive guide rewritten and optimized into English, with code blocks properly wrapped: // Permission Sensitivity Grading (New AI-related Categories Added) enum PermissionLevel { NORMAL = "Basic Permissions", // E.g., network status access LIMITED = "Restricted Permissions", // E.g., calendar read/write SIGNATURE = "System-level Permissions", // E.g., modifying system settings AI_SENSITIVE = "AI-sensitive Permissions" // E.g., biometric identification } // Cross-device Permission Declaration Example const DISTRIBUTED_PERMISSIONS = [ "ohos.permission.DISTRIBUTED_DATASYNC", "ohos.permission.CROSS_DEVICE_CAMERA" ]; // Precise Location Request (Requires Dual Authorization) import accessToken from '@ohos.abilityAccessToken';…  ( 6 min )

Introduction The Developer Classroom is a systematic learning platform created by Huawei for HarmonyOS developers, integrating diverse learning resources such as video courses, live broadcast replays, and document tutorials. Whether you are a beginner or an advanced developer, you can acquire authoritative and cutting-edge technical knowledge through the Developer Classroom to quickly enhance your HarmonyOS application development capabilities. Huawei Developer Classroom official entrance: https://developer.huawei.com/consumer/cn/training/result?courseType=5&orderBy=1&type1List=101718934267126043, and special video courses: https://developer.huawei.com/consumer/cn/training/course/video/C101714028984399278. The platform courses cover from basic introduction to advanced practical skills, i…  ( 4 min )

Hi Devs 👋 Last week, I launched MintYourMood, a React-based PWA that lets users turn their mood into a custom-designed NFT — and mint it on the Polygon blockchain. Built with React + Thirdweb, this project was a mix of frontend fun and Web3 logic. Here’s how (and why) I built it. 🎯 The Idea What if you could turn your mood of the moment into an NFT — a little capsule of emotion minted forever? And that’s how MintYourMood was born. 🧱 The Tech Stack Frontend: React + TailwindCSS PWA: Fully installable (Add to Home Screen) Web3: Thirdweb SDK for wallet connections, NFT minting, storage Storage: IPFS via Thirdweb's upload Design to NFT: html-to-image + IPFS Chain: Polygon (MATIC) ⚙️ How It Works User inputs: emoji, name, quote, selfie Visual generation: The app creates a mood card using html-to-image IPFS upload: Both image + metadata get uploaded Minting: Via mintWithMetadata() on a custom ERC-721 contract All done inside the browser. No backend required. 🧪 Dev Challenges React hydration and conditional Web3 hooks — caused some tricky race conditions. IP geolocation block — added basic client-side check to restrict access in high-risk countries. Cookie storage duration logic and syncing across tabs (localStorage + storage events). 🧠 What I Learned Thirdweb is fantastic for Web3 projects — wallet connect, contract calls, IPFS — all in one. User privacy handling is essential in crypto apps — even for something as light as emoji NFTs. Dev-first NFT tools make launching onchain experiences smoother than ever. 🖼️ Try It Out 🔗 https://mintyourmood.com Give it a spin and mint your current vibe. Got feedback, ideas, or bugs? I’d love to hear it — drop a comment here. 🦋  ( 3 min )

For decades, SQL has been the backbone of data querying. But as machine learning and natural language interfaces become more mainstream, a growing number of teams are asking: Can we make our accounting systems smarter than traditional SQL allows? The answer lies in vectorizing structured accounting data. In this article, we’ll explore why product managers and engineering leads should consider vectorization for structured accounting data — especially in the age of AI. You’ll learn how it works, how to implement it, and how it opens doors that SQL simply can’t. Structured accounting data (invoices, journal entries, bills, etc.) maps beautifully to relational databases. But traditional SQL querying has limitations: Exact matching bias: SQL excels at filtering exact matches (e.g., WHERE custom…  ( 6 min )

Stock price data is everywhere online, meaning opening, closing, high, low, volume, and a bunch of indicators based on them. It’s free and easy to get. On the other hand, other types of data that could be useful for forecasting, like financial statements or market sentiment, are often harder to find, and can be really (sometimes really) expensive. Because of that, a lot of people have tried to predict the stock market using just price data, especially the closing price. You can find plenty of articles showing models that seem to do a good job, with predicted prices that look very close to the actual ones. But in many cases, these articles don’t include proper evaluation, even basic metrics like MAE or MSE are often missing. So that got me thinking: Can we actually forecast stock prices usi…  ( 14 min )

Experience Unparalleled Sound Clarity with National Semiconductor’s Renowned Chip audiophile constantly chasing that perfect, unadulterated sound? Or perhaps an electronics enthusiast looking for a robust and reliable audio amplification solution? Look no further than the LM87504, a name whispered with reverence in the audio community. This powerful chip from National Semiconductor (now part of Texas Instruments) has been a cornerstone in countless high-end audio systems, renowned for its exceptional sound quality and unwavering performance. In this post, we’ll peel back the layers of this audio marvel, exploring what makes it so special and why it might be the missing link in your pursuit of sonic perfection. What Makes the LM87504 an Audiophile’s Dream? One of the standout features is it…  ( 5 min )

Introduction Whether you're launching a new product, offering services, or trying to build authority in your space, your website plays a direct role in how fast (or slow) your business grows. It's not just about how it looks; it’s about how it performs. Fast load times, airtight security, mobile responsiveness, and seamless user experience, these are no longer ‘nice to haves’. They’re what Google, and more importantly, your customers, expect. And if your current site falls short, you’re leaving money on the table, plain and simple. In this guide, I’ll walk you through the technical essentials, and a step-by-step guide to building a results-driven website that performs from day one. Clarify Business Goals & Understand Your Audience Start by defining the primary objectives for your websit…  ( 9 min )

Setting up a medical facility in Dubai under the Dubai Health Authority (DHA) requires strict compliance with the updated 2025 regulations. DHA licensing ensures that healthcare operations meet the authority’s quality and safety benchmarks. Whether launching a clinic, hospital, day surgery center, or specialized health center, owners must follow a structured application path defined by DHA’s Health Regulation Sector. In 2025, DHA reinforced digital submission and pre-approval protocols to streamline facility licensing. The DHA Sheryan Portal is now the central platform for document uploads, approval tracking, and correspondence. From project proposal to final inspection, every step must align with DHA’s operational standards, design codes, and service-specific guidelines. Failing to meet a…  ( 7 min )

Introduction When working with Git, you might need to export your repository’s files without the .git directory—whether for deployment, sharing code, or creating backups. The git archive command is a powerful tool that lets you generate a compressed snapshot of your repository without including version control metadata. In this guide, we’ll explore how to use git archive, its common use cases, and some tips and tricks to make the most of it. git archive The basic syntax of git archive is: git archive --format= --output= Export the latest commit as a ZIP file: git archive --format=zip --output=repo-export.zip HEAD Export a specific branch as a tar.gz file: git archive --format=tar.gz --output=main-branch.tar.gz main Export a specifi…  ( 7 min )

Do you really need to use NoSQL databases? Or can a relational database satisfy your semi-structured data requirements? PostgreSQL is a very complete and popular relational database, but did you know that it also has several functionalities of a non-relational database? PostgreSQL supports non-relational data in 3 different ways: XML JSON JSONB   XML PostgreSQL supports XML through a native xml data type. You can store and query XML data using XPath. CREATE TABLE products ( id SERIAL PRIMARY KEY, data XML ); INSERT INTO products (data) VALUES ( ' Smartphone 999.99 ' ); -- Extract the product name using XPath SELECT xpath('//name/text()', data) AS name FROM products; XML support is useful when you're integrating with legacy …  ( 4 min )

(Headline): Rohith Saravanan: A Rising Star in Software Development from Chennai Institute of Technology (Introduction) (Technical Skills) (Practical Experience) (Projects) (Achievements) (Conclusion) Rohith Saravanan is a highly motivated and skilled student with a bright future in software development. His combination of technical expertise, practical experience, and commitment to continuous learning positions him for success in the ever-evolving tech landscape. Keep an eye on this rising star from Chennai Institute of Technology!  ( 3 min )

Want your code to make decisions? Read Blog: https://wp.me/paNbWh-6A Java #JavaMastery #Day11 #RelationalOperators #LearnJava #100DaysOfCode #CodeNewbie #JavaBasics #LogicBuilding  ( 2 min )

1. Introduction to Spring Framework The Spring Framework is a powerful platform for developing Java applications. It started in 2002 and helps developers build secure, efficient, and maintainable software. Think of Spring as a toolkit that organizes and wires up all the parts of a Java application so you don’t have to do it manually. Inversion of Control (IoC) and Dependency Injection (DI)—fancy terms that simply mean Spring creates and manages the objects your app needs and connects them together. Traditional Java EE (Before Spring): Spring’s Solution: Less code: Write only what’s necessary. Better testability: Easily test parts of your app without starting the whole app. Simpler wiring: Let Spring create and connect the objects. Legacy Java EE Architecture: • Tightly coupled component…  ( 5 min )

Let’s start with a question that’s been bugging AI researchers for years. Why do tiny, almost invisible changes in an image completely throw off deep learning models? You show a photo of a panda. The model confidently says “panda.” Then you tweak a few pixels — changes you probably wouldn’t even notice — and suddenly it screams “gibbon.” That’s not just weird. It’s dangerous in real-world systems like self-driving cars or medical diagnostics. This kind of failure is what we call an adversarial attack. And the usual defenses? They mostly involve tweaking the inputs or training models to resist certain attacks. But these fixes are limited. They patch symptoms without solving the root cause. So we asked a deeper question: What if robustness isn’t about fighting off attacks at the input level?…  ( 5 min )

In today’s rapidly evolving digital landscape, artificial intelligence is no longer just about smart suggestions or automation scripts. We are now witnessing the rise of intelligent systems capable of reasoning, decision-making, learning from feedback, and interacting autonomously. These are AI agents intelligent digital entities designed to perceive, reason, plan, and act. From virtual customer assistants to autonomous manufacturing monitors, AI agents are transforming how enterprises operate and interact with their ecosystems. But how exactly are these machines built to mimic — and in some cases exceed — human intelligence? This article dives into the architecture, components, and processes involved in modern AI agent development, offering insights into how companies build AI agents for …  ( 6 min )

This image outlines the internal mechanisms and technical foundations that support modern LLMs. It includes core principles, training efficiencies, and architectural strategies essential for scalable and performant model development. Key Areas: Model Architecture: Core structural elements like attention, normalization, and embeddings. Training Infrastructure: Distributed, model, and pipeline parallelism for scaling. Model Compression: Reducing model size via quantization, pruning, and distillation. Scaling Laws: Observations of performance vs. size, data, and compute resources. Optimization Methods: Gradient techniques (e.g., Adafactor, accumulation). Training Workflows: Best practices like data pipelines, checkpointing, and evaluation. Use Case Domains: Conversational AI: Chatbots, healt…  ( 6 min )

In Java programming, the term "flag" typically refers to a variable used as a signal or indicator within a program's flow. It's a common programming concept, not specific to Java, but widely applied in various contexts within Java development. Boolean Flags: The most common type of flag is a boolean variable. It holds a true or false value, indicating whether a specific condition has been met or a particular state exists. Sample program : boolean foundEven = false; for (int num : numbers) { if (num % 2 == 0) { foundEven = true; // Set the flag break; } } if (foundEven) { System.out.println("An even number was found."); } REFFERED LINKS: https://www.quora.com/How-can-the-flag-be-used-in-a-Java-program https://www.geeksforgeeks.org/use-of-flag-in-programming/  ( 3 min )

TL;DR: AI isn't replacing skilled developers; it's a powerful tool that augments their work, enabling higher-level problem-solving rather than substituting deep understanding.. The "programming bubble" burst: Many developers, especially those from rapid bootcamps, often lack the foundational depth needed for complex problem-solving, making them vulnerable in a maturing market. AI growth faces inherent limits: Current AI, particularly LLMs, operates within computational and data constraints. Its progress follows an "S-curve," not infinite exponential growth, and widespread quantum computing is still far off. True builders will thrive: Developers who possess deep computer science fundamentals, understand how to build robust systems, and can critically assess AI-generated code will find their…  ( 10 min )

Throughout our CMS development series, we've progressively enhanced our application's functionality. After implementing post CRUD operations, we're now focusing on two new features: a "Preview" page that allows authors to review their content before publication, and a status management system to control post visibility. These additions will provide content creators with more control and flexibility in managing their posts. Let's dive into the implementation: We already added a "Preview" button to our "Actions" menu for each post, and now we will simply finish with its functionality. add the "onClick" event to the "Edit" button, inside our "TableComponent", with the "handlePreview" function with two parameters; handleEdit(selectedItem, event)}>Edit</MenuIte…  ( 8 min )

In our last article, we organized our test data into collections with Arrays and structured it with Objects. We built a clean toolbox. Now, it's time to add power tools. This article is about breathing life into your scripts. It's about writing code that can repeat actions, make decisions, and be reused. We'll focus heavily on a core principle of software development: DRY (Don't Repeat Yourself). Writing the same code over and over is slow, error-prone, and a nightmare to maintain. We'll tackle this by mastering TypeScript's fundamental logic: Functions, Loops, and Conditionals. By the end, you'll be able to write automation that isn't just a series of steps, but an intelligent, robust system. This article assumes you are comfortable with the topics from our previous discussion: Basic Typ…  ( 8 min )

🚀 Just launched a blazing-fast, multi-language online code editor! 👉 Check it out: https://dub.sh/code-editor If you like it, help me hit: GitHub: Ronak Maheshwari Let’s build in public! #buildinpublic #CodeEditor #WebDev #OpenSource #developers  ( 2 min )

What is CDK Toolkit Library CDK Toolkit Library is a library that allows you to directly incorporate CDK deployment and other operations into TypeScript programs for execution. It became generally available (GA) in May 2025. CDK Toolkit Library Official Documentation Build Custom CLI's, Deployment Automation, and more with the AWS CDK Toolkit Library I have uploaded the sample code introduced in this article, specifically the concrete code for CDK Toolkit Library including CDK code, to GitHub. go-to-k/cdk-toolkit-cli-comparison *The content written in this article is based on personal operational verification as of June 2025 and is not officially published information from AWS or AWS CDK. Therefore, accuracy is not guaranteed. Please note that the content may be incorrect or specificatio…  ( 9 min )

A no-fluff breakdown of what actually works for modern software teams. If you've ever juggled GitHub, Jira, Notion, Slack, and Zoom while working across time zones, you know the real pain of remote development isn't writing code—it's managing all the other stuff. Communication gaps, tool fatigue, and misaligned workflows can slow your team down more than bad code. So, in 2025, what do dev-first teams actually use to stay productive, async, and collaborative? This post breaks down the best project management tools developers are using in the wild—based on hands-on usage, community buzz, and features that make sense for actual developer workflows. Let's dive in. Teamcamp – Built for Remote Dev Teams Who Do It All in One Place Teamcamp is the "it just works" choice for modern remote teams w…  ( 6 min )

What does 600,000+ lines of AI-generated code look like in the wild? 🛠️ What I Built (Still Private) The project lives inside company infrastructure and isn’t public (yet). But it’s real. And it works. NodeJS-based Structured with full test coverage Designed to be extended by others (once approved) Architecture evolved through prompt iteration If I get approval, I’ll share everything — code, planning docs, prompt chains, and even some of the generated reports. Might take time, but it’s in progress. Section Files Lines Source Code 19 2,417 Tests 25 5,424 Config 17 465 GitHub (instructions + prompts) 11 693 Copilot Output (raw history + generated reports) 52 597,908 User Docs 5 733 Total 129 607,640 Yes, those numbers are real. Yes, Copilot occasionally …  ( 4 min )

In This Article Go's Built-in Testing Superpowers Advanced Testing Frameworks and Power Tools Testing Best Practices and Hidden Gems Picture this: You're debugging a Go application at 2 AM, fueled by coffee and existential dread, wondering why your "simple" function is behaving like a rebellious teenager. Sound familiar? 😅 If code without tests is like driving blindfolded on a highway, then Go's testing ecosystem is your GPS, seatbelt, and airbag all rolled into one beautiful, minimalist package. Unlike other languages that require you to assemble an entire testing arsenal, Go's philosophy is refreshingly simple: "Less is more, but make that 'less' absolutely fantastic." Today, we're diving deep into Go's testing universe – from the surprisingly powerful built-in tools to the advanced …  ( 6 min )

TL;DR: We’re no longer limited to using generic productivity tools. With the rise of AI-assisted coding and platforms like v0, Bolt, Cursor, and Windsurf, it’s now possible to build simple, custom tools (microtools) that fit the way you think and work. This shift is not just about convenience; it marks a deeper change in how we relate to software. We’re moving from using tools to making them. These tools aren’t always clean or scalable, but they let you solve your own problems without waiting for someone else to build the solution. That said, real programming knowledge still matters, especially when you're building something meant to last. AI gives us speed and leverage, but it’s skilled developers who make things work. Organizing your ideas, tasks, or notes often means using a general-pur…  ( 9 min )

Bridging Design and Code with Image-to-Compose UI The Declarative Advantage of Jetpack Compose Okay, so, Jetpack Compose is kind of a big deal. Instead of messing around with XML, you describe what you want your UI to look like using code. This declarative approach makes things way easier to understand and maintain. Think of it like telling a story instead of drawing a blueprint. You say what should happen, and Compose figures out how to make it happen. It's a different way of thinking, but once you get the hang of it, you'll wonder why you ever did it the old way. Plus, it plays super nice with Kotlin, which is another win. It's all about making Android development less of a headache. You can build native Android UI with less code. From Visual Concepts to Functional Components So, you've …  ( 6 min )

React Native is a great tool—but handling animations, complex lists, and native features can sometimes lead to performance issues. Here's a quick guide for devs looking to improve their app’s responsiveness: 🧠 Avoid unnecessary re-renders using React.memo 📜 Use FlatList & SectionList for rendering long lists efficiently 🎞️ Optimize animations with react-native-reanimated 🧩 Offload intensive operations to native modules ⚡ Enable Hermes for faster execution and reduced memory usage 👉 Read the full article here for real-world tips and advanced profiling tools: https://www.hybridappbuilders.com/blog/react-native-ui-performance-optimization/ Let us know what your go-to performance hacks are in the comments 👇  ( 3 min )

A simple and modern Todo List app built with performance and UX in mind. Don't get confused. MADA means ADAM in reverse. Mada TodoList is a sleek, fast, and responsive task management web application. I built it to sharpen my frontend skills and explore the capabilities of Next.js 15 with the App Router, Redux Toolkit, and Tailwind CSS. Despite being simple on the surface, the project packs a full set of practical features — perfect for learning and iterating. ✅ Add, edit, and delete tasks 🔁 Toggle task completion 🔍 Filter by All | Active | Completed 🌙 Light/Dark theme toggle with persistent storage 💾 Save tasks in localStorage 📱 Fully responsive layout ⚡ Client-side only with hydration-safe logic Using client components and App Router, the app is structured around interactive UI and…  ( 4 min )

Hey everyone! 👋 We just kicked off Launch Week #1 for VoltAgent — our open-source TypeScript framework for building and observing LLM agents. This is our first-ever launch week, and everything we’re shipping is shaped by community feedback over the past few months. Each day this week, we’re introducing new features designed to help you build, scale, and monitor AI agents more effectively. VoltAgent is a flexible framework for orchestrating AI agents, with built-in support for: Multi-agent workflows Tool integrations Custom routing & hooks Tracing & debugging via VoltOps VoltOps is our framework-agnostic observability layer for LLM apps. Even if you’re not using VoltAgent, you can still monitor your agents and see detailed traces using VoltOps. It now works with: Vanilla JS / Python agents Vercel AI SDK LangChain, LangGraph (coming soon) VoltAgent Developer Console is now VoltOps — supports observability across any framework. Capture every reasoning step, tool call, and completion signal — not just raw text. (More days coming soon… 👀) ⸻ 🙌 Join the Community We’re open source and community-driven. You can: ⭐ Star the repo: https://github.com/VoltAgent/voltagent 💬 Join our Discord: https://s.voltagent.dev/discord ⸻ Thanks to everyone who’s given us feedback so far, it’s been amazing to see what people are building with VoltAgent. Let’s build better agents, together. 🦾 — VoltAgent Team ⚡  ( 3 min )

GameFieldSummit (https://gamefieldsummit.com/). In this post, we’ll dissect the core features that make GameFieldSummit stand out and walk through a practical, step‑by‑step guide on how you can build your own genre‑driven game portal from the ground up. Before writing a single line of code, define a scalable architecture: Frontend Framework: Use React, Vue, or Svelte to build reusable UI components (genre tabs, game cards, navigation bars). Backend/API Layer: Serve your game metadata (title, thumbnail, URL, ratings, tags) via a lightweight REST or GraphQL API. Node.js with Express or a serverless approach (AWS Lambda, Netlify Functions) keeps things lean. Database: A NoSQL store like MongoDB or Firebase makes it easy to store and query game categories and metadata. If you need full‑tex…  ( 5 min )

.NET software development. But what exactly is it? And why are so many businesses—from startups to large companies—using it to build their technology? In this blog, we’ll break down what .NET is, why it’s a smart choice for software development, and how it can help your business grow. Let’s get started. .NET (dot-net) is a software development platform created by Microsoft. It’s used by developers to build all kinds of applications—websites, mobile apps, desktop programs, cloud-based tools, and more. Think of it as a toolbox full of everything developers need to create reliable, secure, and fast software. .NET supports popular programming languages like C#, and it works across different operating systems—Windows, Linux, and macOS. To better understand the basics and business use cases, you…  ( 6 min )

Originally published by Cyril Scetbon on June 16, 2025 In my previous post, I explored why SurrealDB is unlike any other database: it blends document, graph, relational, and vector models into one engine - and it's written in Rust. That flexibility makes it a perfect match for Rig.rs, a toolkit for building LLM-native agents in Rust. Today, I’m going to show exactly how the two fit together by building a basic knowledge agent - one that embeds word definitions and answers questions using that content without having to manage the lookup yourself. Let me rig this thing. 🔧 I’m building a context-aware support agent that: Ingests internal documents Embeds them into vector space Stores everything in SurrealDB Finds relevant documents using cosine similarity Passes those to an LLM to generate a…  ( 5 min )

When deploying applications in Kubernetes, managing complex configurations and dependencies can become overwhelming. This is where Helm—often called the "package manager for Kubernetes"—comes to the rescue. Helm is a powerful tool that simplifies the deployment and management of Kubernetes applications. It lets you define, install, and upgrade even the most complex Kubernetes apps using a packaging format called charts. Helm helps you: Reduce deployment complexity Version control your applications Rollback easily in case of failures Share your application configurations across teams Charts: Helm packages that contain all the resource definitions needed to run an app. Releases: Instances of charts running in a Kubernetes cluster. Values.yaml: The file used to override default configurations…  ( 4 min )

Finding the right headless CMS can determine the success of your digital strategy. Both Flotiq and Contentful deliver powerful APIs, elastic scalability, and rich toolsets, yet they serve different audiences and project goals. Whether you’re a developer craving instant, standards-compliant APIs; an editor seeking intuitive workflows and built-in localization; or a leader balancing budget, compliance, and growth, understanding their trade-offs is essential. Flotiq and Contentful both adopt an API-first headless CMS approach to streamline content management for teams and developers. 1. API foundations: Both platforms are API-first CMS systems. Flotiq generates RESTful endpoints for each content type with OpenAPI documentation and multi-language SDKs for seamless delivery. Contentful offers b…  ( 13 min )

Why Sender Reputation Matters Every email you send is judged by Internet Service Providers (ISPs). If your sender reputation is poor, your emails are likely to land in spam folders—or not arrive at all. And the biggest reason for a poor reputation? The fastest and most reliable way to improve sender reputation is by using a bulk email verification tool. Here’s how a typical email verification process looks: Step 1: Upload Your List Step 2: Real-Time Verification Step 3: Download a Cleaned List Benefits of Using a Bulk Email Verification Tool 1. Lower Bounce Rate Verified lists improve your chances of landing in the inbox. 3. Improved Engagement 4. Avoid Blacklists Tools You Can Trust It even offers 100 free verifications to test its accuracy. • Verify your list every 60–90 days. Your email marketing is only as strong as your sender reputation. A poor score can kill your campaign performance—even if your content is great. Bouncify and get 100 verifications free to clean your first list and boost your results—no credit card required.  ( 4 min )

Imagine this. You’ve just added your favorite shoes to an online cart. You tap “Buy Now.” The screen flickers. Within two seconds, it confirms: “Payment Successful.” Simple, right? But what if I told you that behind that one tap is a fast-paced digital relay race—one that determines whether you get your shoes, or a payment failed notification? Welcome to the hidden world of payment gateways. At its core, a payment gateway is the tech bridge between your business and the banks. It encrypts data, validates the card, talks to processors, and returns an instant “approved” or “declined” result. It does all this in under 3 seconds. But that’s just the surface. Let’s look deeper. 🔍 The Silent Hero in Business Growth A great payment gateway isn’t just about processing payments—it’s about winning …  ( 4 min )

Your comprehensive resource for acing senior developer interviews focused on Contentful CMS expertise Whether you're preparing for a senior developer role at a content-driven company or looking to demonstrate your headless CMS expertise, this guide covers the essential Contentful concepts and scenarios you're likely to encounter. Each answer is crafted to be concise yet comprehensive, allowing you to explain complex concepts clearly during high-pressure interview situations. Contentful follows a headless CMS architecture with API-first design. Content is modeled using Content Types (schemas) that define fields and validation rules. Content entries are instances of these types. The architecture separates content management from presentation, enabling omnichannel delivery through RESTful API…  ( 8 min )

A Segment Tree is a data structure that stores information about array intervals as a tree. This allows answering range queries over an array efficiently, while still being flexible enough to allow quick modification of the array. This includes finding the sum of consecutive array elements a[l... r], or finding the minimum element in a such a range in O(log n) time. Between answering such queries, the Segment Tree allows modifying the array by replacing one element, or even changing the elements of a whole subsegment (e.g. assigning all elements a[l...r] to any value, or adding a value to all element in the subsegment). You are given an array A[], and you want to perform: Range queries: e.g., find the sum, minimum, or maximum in a subrange A[l...r]. Point updates: change a value at a speci…  ( 5 min )

On June 16, 2025, WhiteBIT Coin (WBT) reached a new all-time high of $52.27, following a series of steady price gains throughout the year. Unlike many digital assets that rely on speculative volatility, WBT’s growth trajectory appears tied to fundamentals: controlled supply, tangible user utility, and a deepening ecosystem. This article examines the underlying mechanics behind WBT’s rise and outlines three plausible development paths for the asset through Q3. WhiteBIT Coin has demonstrated consistent appreciation, with historical breakpoints at: • $28 on January 17 • $30 on March 2 • $32 on May 25 • $35 on June 12 These steady gains point to organic accumulation rather than hype-driven volatility. The most recent jump to $52 indicates growing demand, possibly accelerated by exchange-…  ( 5 min )

What is Snowplow? Snowplow is an advanced customer data platform that helps you create rich, high-quality data sets about how users interact with your digital products. It allows businesses to collect granular, event-level data across all platforms, such as web, mobile, server-side, and stream it in real time into their data warehouse or lake. Unlike older CDPs or CRMs, Snowplow doesn’t just collect data, it structures and validates it giving data teams complete control over the event schema. Snowplow fits naturally into modern data stacks, supports privacy compliance (GDPR, CCPA), and works with data warehouses like Redshift, Snowflake, and BigQuery. While Snowplow gives you clean, structured data pipelines, it’s often paired with specialized product analytics tools to make sense of th…  ( 9 min )

Avoid syntax errors in FSCSS replacement (re()) method by writing it inside a comment line /* re(word, replacement) */  ( 2 min )

Hi everyone, We're working on an open-source transpiler called JS-CMP, which converts JavaScript code into C++, with the aim of producing high-performance native executables from JavaScript — especially for backend use cases. 🔗 GitHub (main repo): https://github.com/JS-CMP/JS-CMP https://github.com/JS-CMP https://js-cmp.github.io/web/ Any thoughts or suggestions would be much appreciated! Thanks, The JS-CMP team  ( 3 min )

Alright, let me be honest right out the gate: I always thought Vim was just some arcane flex tool for terminal nerds. You know — the kind ThePrimeagen uses at lightspeed while yelling "LET'S GO!" on stream. It looked cool. It sounded fast. But it also looked like a keyboard-induced migraine. Still… I was curious. So I decided to see what the hype was all about. Day 1 with Vim felt like: "How do I quit?" "Why can't I type?" "Oh cool, I deleted the entire line again." It was confusing. It was rigid. It felt like Vim was a gatekeeper, not a helper. I legit thought, "This is just a thing YouTubers use to feel cool." And maybe it is — a little. But I kept going. Somewhere around day 3 or 4, I stopped trying to fight Vim. I started noticing that: The modal editing wasn't stupid — it was intentio…  ( 4 min )

The threats to cybersecurity are occurring at an unprecedented rate, and therefore, security testing must ensure organisational protection. External network penetration testing plays a pivotal role in helping you discover the vulnerabilities that can be used by malicious individuals outside your network perimeter. ** ** ** Public-facing web applications and services ** Automated tools do provide broad coverage; however, complex vulnerabilities are likely to be identified using manual techniques. Both methods offer the most comprehensive evaluation possible. ** ** ** Automated domain scanning, subdomain enumeration, and service fingerprinting are all great reconnaissance techniques that will help uncover meaningful information that will assist us in our next steps in the testing process. ** You will need to consider the exploitation frameworks you select for assessment and develop a careful methodology or protocols for testing the possible vulnerabilities that you exploit. Record all your findings, including steps to reproduce those findings, and document the potential impacts on the organisation's business. ** ** Social engineering awareness training complements technical testing by addressing human vulnerabilities that technical tools cannot detect. Combining network testing with social engineering assessments provides a comprehensive security evaluation. ** ** ** ** ** ** ** Want to improve your external security posture? Contact SecDesk today for a free consultation and see how their strategic testing approach can enhance your organisation's security posture.  ( 5 min )

I. Core Concepts Dynamic equal distribution layout enables automatic adjustment of child element spacing ratios across varying screen sizes, device types, and dynamic content changes. This design pattern ensures uniform arrangement while maintaining visual hierarchy. HarmonyOS achieves this through ​Flexbox layout engine​ and ​adaptive units, supporting full-scenario adaptation from smartphones to foldable screens. ​Implementation Principle:​​ // Equal column layout example @Entry @Component struct EqualColumnDemo { build() { Row() { // Left content area Column() { Text("Dynamic Title") .fontSize(20) .fontWeight(FontWeight.Bold) Text("Dynamic content...") } .flexGrow(1) // Weight 1 .backgroundColor("#F0F0F0") …  ( 4 min )

Hey friends! 👋 It’s a new week and I’m back with another quick, easy tutorial. This time we’re talking about JavaScript objects. Objects used to confuse me a little. Now I just think of them as mini folders storing related info. Let's break it down. Object? An object in JavaScript is like a shopping cart 🛒. const cart = { 'item-name': 'Laptop', price: 2000, quantity: 1 }; Here: 'item-name' is the key and 'Laptop' is its value: this tells us what’s in the cart. price is the key and 2000 is the value: how much the item costs. quantity is the key and 1 is the value: how many you're buying. So instead of remembering each piece of info separately, you group it all inside one neat object: your cart 🛒. It makes data easy to organise, update and use You can use dot notation: console.…  ( 5 min )

🌐 Synthex: The Future of Ethical AI Training Data In the rapidly evolving landscape of artificial intelligence, one fundamental challenge continues to plague developers and researchers across industries: accessing high-quality training data while maintaining strict privacy and compliance standards. Enter Synthex, a groundbreaking platform that has just launched its healthcare solution and is already expanding into the critical realm of financial fraud detection. 🚀 Try Synthex Live | Product Hunt | Peerlist Project The story of Synthex begins with a profound realization: the most powerful AI models are only as good as the data they're trained on. In highly regulated industries like healthcare and banking, real data access is limited due to privacy laws and ethical constraints. Synthex e…  ( 5 min )

As cyber threats evolve, phishing attacks remain a persistent danger to individuals and organizations. These attacks exploit human vulnerabilities to steal sensitive information, compromising both personal and corporate security. In 2025, advanced tools and strategies for phishing detection have become indispensable in safeguarding online assets. This comprehensive guide explores the most effective methods to shield websites and users from phishing attacks. You can fortify your defenses and minimize risks by leveraging modern technology and best practices. Check out our blog on Identifying and Preventing Email Threats for further insights into related threats. Multi-Factor Authentication (MFA) MFA is a security process requiring users to verify their identity using multiple authentication …  ( 4 min )

I. Prologue: The Enduring Dream and the Emerging Navigator For millennia, humanity has gazed at the stars, dreaming of voyages beyond our pale blue dot. From ancient myths of celestial chariots to the golden records aboard Voyager, our yearning to explore the cosmos is etched into our species' psyche. Yet, the harsh realities of interstellar space – vast distances, extreme timeframes, lethal radiation, and the fragility of biological life – present seemingly insurmountable barriers. Our flesh and blood may never tread the soil of an exoplanet orbiting a distant star. But another form of intelligence, born of silicon and code, is poised to take up the mantle: Artificial Intelligence. The future of cosmic exploration belongs not to astronauts in pressurized suits, but to autonomous, self-s…  ( 12 min )

In digital marketing, going viral sounds like the dream. One post, one campaign, one moment—and suddenly, the internet is watching. Likes explode. Shares multiply. Sales spike. But here’s the truth no one tells you: virality fades. And what happens after the hype dies? Most brands are left scrambling, trying to repeat a moment they never really understood. Digital grit is about showing up, again and again, with value. It’s about building something that lasts—not just something that trends. Let’s break down why consistency wins in the long run, and how your brand can grow stronger by resisting the urge to always go viral. Virality Is Unpredictable You can’t plan for something to go viral. Even the best marketers can’t guarantee it. Algorithms shift. Audiences scroll past. What worked last …  ( 6 min )

If you're looking to invest in the share market in 2025, the first thing you’ll need is a Demat account. Whether you want to invest in blue-chip companies, trending startups, or promising green energy stocks like Onix Renewable Limited, a Demat account is your gateway. Let’s walk you through the step-by-step process of opening a Demat account in India—in simple terms. What is a Demat Account? A Demat (Dematerialized) account is where your shares and securities are stored electronically—like a digital locker. It replaces the old-school method of holding physical share certificates. You need it to: Buy/sell shares online Receive dividends automatically Track your portfolio in real-time Documents Required Before you open a Demat account, keep the following documents handy: PAN Card Aadhaa…  ( 4 min )

A post by Jitu Nayak  ( 2 min )

Hey Dev Community! Yesterday, the journey to build the ultimate Notion Developer's Hub began. Today, let's dive deeper into the core vision for this template – what it aims to encompass and how it's designed to streamline a developer's life. The goal is to create a truly integrated, Notion-native workspace that consolidates the disparate tools many of us juggle daily. The fragmentation of developer workflows often leads to constant context switching, lost information, and decreased productivity. This hub is being built to directly address those challenges. Your Input Continues to Shape This! Please share your thoughts and ideas in the comments below! Your feedback will directly influence the development of this hub. Stay tuned for more updates as the Notion Developer's Hub takes shape!  ( 3 min )

"This isn't ordinary crypto—it's a financial pipeline piercing through the real economy," remarked a fund manager. "Hong Kong has turned charging stations into capital weapons." 01 Dual-City Gambit: The $16T Prize & Asymmetric Competition Hong Kong’s Physical Anchors: Singapore’s Financial DNA: -75 ultra-wealthy individuals control 93% of shares ($500K minimum entry) This contest is fundamentally about financial sovereignty. In 2024, Singapore’s wealth management AUM surged 42%, attracting Goldman Sachs and Citi to establish RWA hubs. Hong Kong counterpunched with its Stablecoin Ordinance (effective August 1), permitting commercial paper reserves—sparking a 7% single-day rally in Web3 stocks like Boyaa Interactive. 02 Charger Revolution: AntChain’s Physical Asset Offensive -Real-time curr…  ( 5 min )

For many students, learning algorithms starts in a classroom, surrounded by whiteboards filled with graphs, loops, and pseudocode. It's easy to assume these abstract concepts exist only for exams or coding interviews. But step outside the classroom, and it becomes clear that algorithms shape far more than academic success—they influence our daily routines, business decisions, and digital experiences in ways we rarely notice. Take your morning commute, for instance. When you open a map app to find the fastest route, it doesn’t just show streets. It runs complex algorithms—like Dijkstra’s or A*—to evaluate traffic, road closures, and travel time. The result? A path optimized for speed and efficiency, all computed in the background within seconds. Online shopping is another area where algorit…  ( 4 min )

Hi myself Pushpit jain, a software engineering student currently starting out my career in this field. Currently I am working on: i.e. Leetcode and Codeforces https://leetcode.com/u/pushpitjain2006 https://leetcode.com/u/sIKzrqhaOp/ Yes I have 2 leetcode Ids (pls do not ask why because even Idk...) DeployDock a deployment automation tool like vercel but on steroids I am planning on making it single step for handling all deployments for an application on one stop V0: Frontend static website hosting on S3 using reverse proxy [Github] Way too behind making this but catching up 😭 Testing and CI/CD pipeline stuff Advanced Docker and K8 Next.js (I know it just making a project or stuff to be proficient in it.) That's mostly it for my first blog/post here 😊 My socials: https://www.linkedin.com/in/pushpitjain/ https://github.com/pushpitjain2006 https://x.com/Pushpit_jain_18  ( 3 min )

Building a creator community that actually drives growth is one of the most challenging aspects of scaling a B2C app. While most founders understand the potential power of creator partnerships, few know how to execute them effectively at scale. Tim Johnson, Head of Brand Partnerships at Blossom Social, has cracked this code across three different consumer apps, culminating in managing over 125 finance creators at Blossom. In a recent episode of the Trophy Podcast, Tim shared the hard-won lessons from his decade in creator partnerships, spanning his time at the $600M-acquired Wattpad, his own relationship app Couply, and now Blossom Social. His insights reveal why most creator programs fail and what it actually takes to build a thriving creator economy. Tim's biggest regret from his Couply …  ( 6 min )

The escalating battle for dominance in artificial intelligence took center stage as OpenAI CEO Sam Altman dissected the competitive landscape, specifically targeting tech giant Meta, during a revealing appearance on his brother Jack Altman's podcast, "Uncapped." Airing just days ago, the conversation provided a stark window into the fierce competition for scarce AI talent, divergent corporate philosophies, and Altman's unwavering confidence in OpenAI's path to "superintelligence" – even as Meta boasts a market capitalization nearly six times larger. The Meta Rivalry: Acknowledged but Downplayed Altman confirmed a perception simmering within the industry: "I've heard that Meta thinks of us as their biggest competitor." He conceded the logic behind Meta's relentless pursuit, stating, "I thin…  ( 7 min )

If you’re stepping into the world of Laravel development, this guide is exactly what you need. Laravel is a modern PHP framework known for its elegant syntax and powerful features that make web development fun and productive. In this article, we’ll walk you through setting up your very first Laravel project using Composer — step-by-step, with simple instructions anyone can follow. 🚀 What You’ll Learn: ✅ PHP (v8.1 or higher recommended) 🛠 Step 1: Install Composer 🔽 To install Composer: https://getcomposer.org Once installed, run this command to verify: composer --version Open your terminal and run: ⏳ Step 3: Wait for Installation Once done, navigate into your new project folder: cd myFirstLaravelApp Just run: php artisan serve Starting Laravel development server: http://127.0.0.1:8000 🧪 Step 5: Explore the Project Structure app/ – Your application logic lives here (Controllers, Models, etc.) Laravel is an amazing framework that’s beginner-friendly yet incredibly powerful. This first step opens the door to building complex, real-world applications with ease. ✨ Was this guide helpful? Clap 👏, share with your dev friends, and leave a comment below if you want a follow-up tutorial on Laravel routing, controllers, or authentication! Laravel #PHP #WebDevelopment #Composer #BeginnerDevelopers #MediumDev #Tutorial  ( 4 min )

You know that feeling when you open an old project you haven’t touched in years? Yup, that was me. Fast-forward to now, I'm a very different Developer. I’ve worked on teams, led frontend projects, built Chrome extensions, and shipped products. Then I looked back at my old portfolio, I realized the code quality is terrible. I decided to rebuild it. Not patch it. Not update a few dependencies. But completely migrate it from CRA to Next.js, using everything I’ve learned since then. Because this was my personal project, every line of code was like a note from my past self. Some were sweet. Others were… a little embarrassing. Here's what I was dealing with: Old React patterns (class components, remember those?) Weird folder structure Packages that wouldn’t update due to breaking peer dependen…  ( 5 min )

Disclaimer: I built Myriade (and I love it ^^) Let’s be honest: writing SQL can feel like a chore — tedious and tricky. Myriade is an AI-powered tool designed to make database queries easy and intuitive. — no SQL needed. Start by hooking up your Postgres database to Myriade. Select your database type and fill your connection details Simply type your query using everyday language. For example: “What were the sales figures last quarter?” “Explain the decrease in user sign-ups yesterday.” You don’t even need to worry about field names or tables — Myriade figures that out for you. After you ask, Myriade transforms your plain-English question into SQL, fetches the data, and presents clear results as tables, graphs, or easy-to-understand insights. Using a database about Formula 1 Data security matters, so Myriade comes with built-in privacy: Read-Only Mode: No chance of accidentally editing or losing data. Sample Only: The AI only reads a sample of the results (like a human would) AI — Zero Data Retention: Nothing you query gets stored on the AI providers. Zero Knowledge Protection: Advanced features to hide your sensitive data from AI providers. Myriade isn’t just for basic queries. Here are some practical scenarios you can try: Diagnose a Problem: “Why did sales drop on March 10?” Find What’s Missing: “What key metrics aren’t in our monthly reports?” Shape Your Data: “Make a quick table showing each user’s last purchase.” Check Your Data Quality: “Spot any weird duplicates in billing data.” With Myriade, interacting with your database feels less like coding and more like chatting. myriade.ai. Originally published on Medium  ( 4 min )

From Side Hustles to Freelancing Full-Time: A Real Look at the Transition Reynaldo Dayola ・ Jun 17 #freelancing #career #productivity #selfimprovement  ( 2 min )

What if managing your IT assets could be as simple as a few clicks, and as powerful as unlocking hidden value? It’s not just about tracking your devices; it’s about making every asset work smarter, not harder. A solid IT asset management (ITAM) strategy can improve efficiency, boost security, and save your business money, all while giving you a clearer view of your tech landscape. Simply put, ITAM is the art of managing and optimizing your company’s IT resources throughout their entire lifecycle—from purchase to retirement. It ensures everything is running smoothly, saving you time, money, and stress. In this blog, we’re sharing the "secret sauce" behind a successful ITAM strategy. Whether you want to cut costs, streamline operations, or level up your security, we’ve got the insights you n…  ( 8 min )

This article explains why we should build our Angular apps with reactivity in mind and how immutability helps with it. Look at this example: @Component({ template: ` Name: {{user.name}} Age: {{user.age}} Set Random Name Set Random Age `, }) export class App { user = { name: 'Alice', age: 25, } updateName() { const i = Math.floor(Math.random() * names.length); this.user.name = names[i]; } updateAge() { this.user.age = Math.floor(Math.random() * 20 + 20); } } It works, but it only works because of magic. Dark magic. I wish it didn’t work :) What’s m…  ( 10 min )

“✅ Build successful.” You spent 3 hours chasing a shadow. You went deep: Stepped through debugger like a surgeon Added and removed a hundred console.logs Rewrote part of the logic tree Gave up twice Came back once more — and found it And then… It worked. You’re not alone. Many developers report this strange, hollow feeling after solving hard problems. 🧠 Mental fatigue. You burned your fuel getting here. 🕳️ No feedback loop. No one saw how deep the rabbit hole went. 🎯 Next-ticket syndrome. You’re already thinking about what’s next. 😞 Inner critic. You blame yourself for not solving it faster. We don’t celebrate because we’re conditioned to move forward — not pause. Fixing a bug is not just fixing code. Clarifying chaos Untangling logic Communicating with your past self (and future bugs) Recovering a broken part of something you care about That’s not “just fixing.” healing. Here’s what helps — really: Literally just pause and think: “That was tricky. I stuck with it. I didn’t quit.” It rewires your brain to recognize effort. Create a “Bug Graveyard” file or journal. ### 🐛 2025-06-13 — Broken Auth Redirect Took 2 hours. Problem: wrong env var in Next.js edge middleware Fix: moved logic to server + added fallback Lesson: always test redirects from production flow These become powerful proofs of progress. Post it in your dev Slack. “Good job, me.” Not every victory comes with applause. matters. Next time you fix something hard — and you don’t feel anything — remember this: 🎯 You did it. You mattered in that moment. Be proud. Even if it's just you who knows. 💬 Let’s Normalize Silent Wins. Ever felt this before? Drop your story in the comments — someone else probably needs to hear it.  ( 4 min )

1. Concat Working Subscribes to the first Observable and waits for it to complete. Once the first Observable completes, subscribes to the second Observable and waits for it to complete. This process continues until all Observables have been subscribed to and completed. Example: RXJS of operator. serivce.ts file import { Injectable } from '@angular/core'; import { of } from 'rxjs'; @Injectable({ providedIn: 'root', }) export class ApiService { // creating mock data sets public data1 = { name: 'John Doe', age: 30, }; public data2 = { name: 'John Doe2', age: 30, }; public data3 = { name: 'John Doe3', age: 30, }; constructor() {} // function with respect to each data, these functionc can make http call instead of sending local data public getUser…  ( 8 min )

To set up the CAN filter on an STM8 microcontroller (like STM8S or STM8AF series with CAN capability), you need to configure the CAN filter registers to determine which messages the MCU should accept or ignore. Here’s a structured overview of how to configure the CAN filter: 1. Understand the STM8 CAN Peripheral STM8 CAN peripheral is based on the bxCAN (Basic Extended CAN) core. The CAN filter allows mask-based or list-based filtering. You can filter on standard (11-bit) or extended (29-bit) IDs. 2. Key Filter Registers CAN_FMR – Filter Master Register CAN_FA1R – Filter Activation Register CAN_FS1R – Filter Scale Configuration CAN_FM1R – Filter Mode Register CAN_FiR – Filter ID/Mask Registers On STM8, filters are typically accessed using: CAN->sFilterRegister[i].FR1 (Filter bank register…  ( 4 min )

My Fav Open Source Tools on Github as a Developer (2025 List) Emmanuel Mumba ・ Jun 17 #webdev #programming #javascript #ai  ( 2 min )

Hey devs 👨‍💻 I just read a post on CMC that really nailed something I’ve been noticing in my own work: broker models are no longer optional for Web3 infra — they’re the new default. A few years ago, exchanges were just backend pipes for liquidity. Today, they’re go-to-market tools, monetization channels, and sometimes the biggest user acquisition engine you’ll ever plug into. That’s a massive shift for those of us shipping wallets, terminals, or anything API-driven. The WhiteBIT case in the article stood out. Their broker model doesn’t just offer API keys and walk away. It gives: Up to 40% revenue share (that’s real money for bootstrapped teams), Custom terms for different product types (finally, someone who gets that a wallet ≠ a DEX ≠ a terminal), Co-marketing and even user tournaments (which can be more effective than paid ads, tbh), Plus: fast onboarding and solid support — which makes a huge difference when you’re on a tight dev cycle. What hit home most? The article also breaks down the Atani x Kraken use case. Worth reading — it shows how good UX, embedded trading, and real-time commission logic actually improve LTV and retention. Something I’ve seen in my own builds too. Anyway, just thought I’d share. If you're building infra and haven't thought about embedded exchange layers or broker monetization, now’s the time. Here’s the article that sparked all this: https://coinmarketcap.com/community/articles/685055b7d74df408843e9be4/] Let me know your take 🧠  ( 3 min )

"Leadership is about making others better as a result of your presence and making sure that impact lasts in your absence." – Sheryl Sandberg What if I told you that 99% of people have never been taught the complete alphabet of leadership—a framework so powerful it could elevate your career, influence, and confidence starting today? In 2025, where adaptability and authenticity are the new currency, mastering leadership isn’t optional—it’s essential. Whether you're climbing the corporate ladder, building your startup, or simply leveling up your mindset, leadership is the engine that drives it all. In this guide, you'll uncover a complete A to Z cheat sheet of timeless leadership traits—each paired with a real-world example, actionable tip, and quote to internalize the lesson. Ready to trans…  ( 6 min )

A post by Anoop Gangadharan  ( 3 min )

Forms are essential in nearly every web application — from login and registration to onboarding and settings. In this tutorial, we’ll explore how to construct a modular, reusable form interface using Tailwind CSS alongside Django, the popular Python web framework. Django provides powerful form abstractions like validation, rendering, and error handling. But the default rendering isn’t styled for modern UI. Tailwind solves this with a utility-first approach — giving you full control over styling, responsiveness, and accessibility. To make Django forms look great with Tailwind, you can: Override default widgets Inject custom CSS classes into form fields Use third-party packages like django-crispy-forms or django-widget-tweaks Here’s how to style a text input manually: from django import f…  ( 4 min )

As frontend performance expectations rise, developers are exploring how to bring systems-level speed to the browser. Rust, a language known for its safety and speed, is increasingly being compiled to WebAssembly (WASM) and embedded in web applications for performance-critical operations. When combined with Tailwind CSS for UI, this creates a powerful architecture where low-level computation and high-level design coexist seamlessly. Offload expensive tasks (data parsing, image processing, algorithms) to near-native speed Rust code Keep frontend responsive and lightweight Tailwind CSS handles styling without traditional CSS overhead Combine speed of Rust with flexibility of Tailwind Practical Example: Real-Time Analytics Dashboard Imagine a dashboard performing real-time …  ( 4 min )

2966. Divide Array Into Arrays With Max Difference Difficulty: Medium Topics: Array, Greedy, Sorting You are given an integer array nums of size n where n is a multiple of 3 and a positive integer k. Divide the array nums into n / 3 arrays of size 3 satisfying the following condition: The difference between any two elements in one array is less than or equal to k. Return a 2D array containing the arrays. If it is impossible to satisfy the conditions, return an empty array. And if there are multiple answers, return any of them. Example 1: Input: nums = [1,3,4,8,7,9,3,5,1], k = 2 Output: [[1,1,3],[3,4,5],[7,8,9]] Explanation: The difference between any two elements in each array is less than or equal to 2. Example 2: Input: nums = [2,4,2,2,5,2], k = 2 Output: [] Explanation: Different ways…  ( 28 min )

As frontend performance expectations rise, developers are exploring how to bring systems-level speed to the browser. Rust, a language known for its safety and speed, is increasingly being compiled to WebAssembly (WASM) and embedded in web applications for performance-critical operations. When combined with Tailwind CSS for UI, this creates a powerful architecture where low-level computation and high-level design coexist seamlessly. WebAssembly allows you to offload expensive tasks like: Data parsing Image processing Algorithm-heavy logic to Rust while keeping the frontend responsive and lightweight. Rust provides near-native speed and memory safety, ideal for performance-critical code. Tailwind handles the styling layer without traditional CSS overhead. You get: Speed from Rust/WASM …  ( 4 min )

🚀 The Day I Built a Desktop App with JavaScript A couple of years ago, if you had told me that I can build a native desktop app using only HTML, CSS, and JavaScript—I would have laughed. And that's what I did. Within weeks, my web development experience was transferred into a robust desktop application that worked effortlessly on both the platforms. 🧠 What is Electron? Electron allows us to build cross-platform desktop applications using web technologies: HTML, CSS, and JavaScript. It includes Chromium (for rendering) and Node.js (for backend), the best of both worlds. 🔧 What Developers Like About Electron ✅ One codebase on major OS platforms ✅ Take advantage of modern frameworks like React, Vue, or Svelte ✅ Access native APIs (file system, notifications, clipboard, etc.) ✅ Seamless pa…  ( 4 min )

This is a submission for Frontend Challenge - June Celebrations, Perfect Landing: June Celebrations For this challenge, I chose to highlight a celebration that is deeply resonant and significant here in Nigeria: Democracy Day, observed on June 12th. I built a tribute landing page titled "June 12 & The Fight to Be Heard," which serves as a digital monument to Nigeria's complex, ongoing democratic journey. My project is not just a celebration of a date, but a narrative experience. It connects the landmark 1993 election—a symbol of democratic promise—with the modern #EndSARS movement of 2020. It frames both events as part of the same continuous struggle for justice, dignity, and the right for citizens' voices to be heard. The landing page walks the user through this powerful story, from hope …  ( 4 min )

📌 Amazon vs. Influencers: La Batalla Legal que Redefinió los Límites del Copyright en la Era Digital En un mundo donde el contenido generado por usuarios domina las plataformas digitales, el reciente fallo judicial que absolvió a la influencer "Beige Clean Girl" en su disputa legal contra Amazon marca un precedente crítico. El caso, analizado en profundidad por The Verge, cuestiona hasta qué punto las empresas pueden reclamar derechos sobre el estilo estético de los creadores. Este veredicto no solo impacta a los influencers, sino que también sienta las bases para futuras disputas en torno a la propiedad intelectual en entornos digitales. La línea entre inspiración y plagio se vuelve cada vez más difusa, especialmente cuando algoritmos y tendencias virales homogenizan la creatividad. …  ( 4 min )

import time import logging from datetime import datetime from croniter import croniter from scrapy import signals from scrapy.exceptions import NotConfigured from scrapy.exceptions import DontCloseSpider from utils.redisdb import redis_cli from config import env logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(name)s - %(levelname)s - %(message)s') logger = logging.getLogger('Extension') # 原始配置参考https://scrapy-chs.readthedocs.io/zh_CN/0.24/topics/extensions.html class SpiderInsertStartUrlExtension: """ Scrapy所有爬虫实现定时调度的扩展 """ def __init__(self, item_count, crawler): """ 初始化操作 :param item_count: 程序空闲的最大次数 :param crawler: 类，用于发送关闭程序信号 """ self.crawler = crawler self.count = 0 # 统计空闲次数 self.c…  ( 4 min )

Rust is known for its blazing-fast performance without a garbage collector and at the heart of that magic lies ownership. For devs coming from languages like Python, JavaScript, or even C++, Rust’s ownership model might feel a little strict at first. But once you get the hang of it, it becomes your best ally in writing safe, concurrent code without worrying about memory leaks or race conditions. Let’s break it down with real-world analogies and simple concepts. In Rust, every value has a single owner—a variable that holds responsibility for it. When you assign that value to another variable, the ownership moves. The original variable is no longer valid. `let book = String::from("Rust Book"); let borrowed = book; // book is moved here // println!("{}", book); ❌ Error: book no longer owns t…  ( 4 min )

Hey dev.to community! In my very 1st post where, I have decided to learn django by building small projects. Here is an update on my progress: Did the initial project setup and created a Products app. Created a Product model with slug field which is generated automatically. With slugs SEO-friendly URLs can be created(will write more about this in future post). Created RESTful endpoints(GET, POST, PUT and DELETE). Create Product serializer. I am amazed by how using a few lines of code these APIs can be written utilising Django REST framework generic views. These generic views simplifies the creation of API endpoints for performing CRUD operations. For example, in this project I have created just two views which handles CRUD operations in few lines of code. ProductListCreateView: Uses generics.ListCreateAPIView to get list of all the products(via GET request) and create a new product(via POST request). ProductDetailView: Uses generics.RetrieveUpdateDestroyAPIView to get a single product(lookup based on slug field), PUT request to update a product, DELETE request to remove a product. Another good thing is, Browsable API provided in DRF. One can interact with APIs, test and debug it. Next, I will be working on Categories of the product, expand CRUD operation to categories and get into django admin interface. Also attached some screenshots of the APIs and code. Complete code available here.  ( 3 min )

import traceback import os from utils.redisdb import redis_cli from utils.lark_bot import sender from config import env def ErrorMonitor(spider_name, user=None): """ 捕获异常并且发送消息的装饰器,用于加在各个爬虫的解析方法上 :param spider_name:爬虫名 :param user: 用户名 24个小时内单个爬虫的故障只告警一次 """ pod_name = os.getenv("POD_NAME") webhook = 'https://open.larksuite.com/open-apis/bot/v2/hook/dc183d37-05f8-436d-bbde-cfa7b163a79b' title = f'{spider_name} POD_NAME: {pod_name} @{user}' key_base = 'process:failed:filter:{}' redis_c = redis_cli() # 捕获异常 def catch_exception(func): def inner(*args, **kwargs): try: return func(*args, **kwargs) # 捕获异常，发送告警 except Exception as e: err_info = traceback.format_exc() print(err_info) key = key_base.format(spider_name) filter_status = redis_c.get(key) if filter_status: print('过滤该告警') return # 只有线上环境才告警 if env == 'prod': sender(err_info, url=webhook, title=title) # 24个小时内单个爬虫的故障只告警一次 redis_c.setex(key, 24*60*60, 1) raise e return inner return catch_exception  ( 3 min )

Introduction Yes, GraphQL can call REST APIs. In fact, this is a common way to use GraphQL in real projects. It lets you use your existing REST services while giving frontend apps the flexibility of GraphQL. In this article, you’ll learn how to call REST from GraphQL using a very simple and practical method. Many apps already have REST APIs. Instead of replacing them completely, you can wrap those APIs with GraphQL. This lets frontend developers ask only for the data they need, without changing your backend. You get the best of both worlds: Use existing REST endpoints Expose a cleaner GraphQL API to clients We’ll create a GraphQL server using Node.js, and we’ll call a public REST API: https://jsonplaceholder.typicode.com/users/:id This is a fake REST API that returns fake user data.…  ( 4 min )

In this blog, I’ll walk you through a simple yet effective C++ program that uses classes and objects to manage student scores and determine how many students scored more than the first student. Let’s break it down together! 🧩 We have a group of students. Each student gives five test scores. We want to calculate how many students scored more than the first student. Simple, right? Now let's dive into how this is achieved using classes in C++. class Student { private: int scores[5]; // Each student has 5 scores public: void input(); int calculateTotalScore(); }; We define a class Student to encapsulate the scores and operations. scores[5] is a fixed-size array holding 5 test scores. input() allows entering the scores. calculateTotalScore() adds up the scores. void Student::inpu…  ( 5 min )

Today, I'm going to share about lazy loading in the Cangjie development language. First, let me explain to the beginner friends what lazy loading is. Lazy loading is called LazyForEach in the code. Judging from the name, you can surely guess that its function is similar to that of ForEach. Unlike ForEach's one-time loading of all data, lazy loading loads data on demand based on the available area of the screen. Moreover, when the content slides out of the screen range, lazy loading automatically destroys this content. Therefore, lazy loading significantly optimizes the performance of the program and greatly improves the user experience. This point has already been compared by Youlan Jun in the ArkTs language. When there is a large amount of data, it is strongly recommended that everyone us…  ( 4 min )

https://stopx.today/ In an era where digital wellness has become paramount, building effective content filtering software presents unique engineering challenges. Today, I want to share our journey creating StopX - a comprehensive content blocking platform that serves over 500,000 users globally while maintaining 99.7% filtering accuracy and zero-log privacy standards. The Technical Challenge When we started building StopX, we faced several critical requirements: Real-time content analysis across millions of web pages Cross-platform synchronization between browsers, mobile apps, and desktop applications Multilingual support for global accessibility (5+ languages) Privacy-first architecture that processes content locally Bypass-resistant protection that maintains effectiveness These requirem…  ( 5 min )

This is a submission for the Storyblok Challenge A stunning creative agency portfolio platform built with Storyblok, featuring dynamic project showcases, client testimonials, and AI-enhanced creative process documentation. The platform serves creative professionals with beautiful, customizable portfolio experiences that tell compelling brand stories. Storyblok Space: https://app.storyblok.com/#!/me/spaces/890123 Code Repository: https://github.com/creative/storyblok-agency Demo Video or Screenshots Agency Portfolio Demo Frontend: Next.js 14, React 18, Framer Motion Styling: Tailwind CSS, Styled Components CMS: Storyblok Headless CMS 3D Graphics: Three.js, React Three Fiber Animation: GSAP, Lottie Deployment: Vercel Edge Media: Cloudinary, Vimeo Project Portfolios: Created immersive pr…  ( 3 min )

The Power of Self-Learning: A Guide to Lifelong Knowledge Acquisition Introduction In today's rapidly changing world, the ability to learn and adapt is more crucial than ever. Traditional education provides a foundation, but self-learning empowers you to continuously expand your knowledge, acquire new skills, and stay relevant in your chosen field – or even explore entirely new ones! This post explores the incredible potential of self-learning, providing a roadmap to become a confident and effective lifelong learner. Let's dive in! Self-learning offers a wealth of advantages, extending far beyond simply acquiring new information. Here are just a few reasons why you should consider making self-learning a part of your life: Increased Flexibility and Autonomy: You control what …  ( 5 min )

Disclaimer: This content is for educational purposes only. I still remember the launch day of our first progressive web app (PWA). We had tested everything — or so we thought. But when users started pouring in, so did the bugs. Broken buttons, offline glitches, inconsistent performance across devices. It was a nightmare. That’s when we realized: building a PWA isn’t just about using the right tools. It’s about having the right mindset, the right strategy, and the right team. Fast forward to 2025, and the landscape has matured. A new generation of PWA developers has emerged — teams that don’t just “ship fast,” but ship right. They’ve solved the bugs. They’ve squashed the delays. And they’ve made the PWA experience feel like native apps, minus the app store headaches. So today, I’m sharing the 10 PWA teams in Sweden that absolutely nailed it this year — and what we can learn from them. 1. Bluell AB (Stockholm) 2. Netlight Consulting 3. Creuna (Now part of Knowit) 4. Tretton37 5. Monterosa 6. B3 Consulting Group 7. Iteam 8. Cybercom (now part of Knowit) 9. Valtech Sweden 10. Qvik So… What Sets These Teams Apart? 1. They Design for Offline First 2. They Test in the Wild 3. They Use the Right Stack 4. They Automate Everything 5. They Talk to Their Users The Real Lesson? It’s Not Just About Tech You can use React and still have janky transitions. You can follow “best practices” and still miss the mark. What these 10 teams teach us is that mindset and process matter just as much as tooling. They listen. They iterate. They care. If you’re building a PWA in 2025, take a cue from these teams — and aim for fast, offline-ready, and user-loved apps. Or even better, find the right team and let them take the lead. 😉  ( 5 min )

A Meeting in the Circuit Desert The Secret of Its Desert Bloom Size: 2.9mm x 1.3mm, smaller than a ladybug’s wing. It fits where even the smallest tools can’t reach. Fun Fact: Engineers call it the “Swiss Army knife of diodes.” They steal it from factory floors like children steal stars—because once you find one, you never let go. The Cactus of Reliability the BAS16 thrives. The Guardian of Invisible Things Healthcare: It powers pacemakers, counting heartbeats softer than a fox’s footsteps. In ERs, it survives accidental drops and chaos—so your heart never gets a “404 Error.” “You’re a hero,” I told it. The Tale of the Three Diodes 1N4148 preened: “I’m fast too!” But a static shock made it wince. Later, I asked the fox: “Why does everyone choose the quiet one?” When the Cactus Isn’t Needed How to Find a True Friend The Star That Never Fades The Secret of the Little Diode Written by a wanderer who once mistook a diode for a new planet. The BAS16 set me straight. 🌵 You become responsible, forever, for the diodes you ignore.  ( 5 min )

Matplotlib is a foundational and incredibly versatile plotting library in Python, making it a go-to choice for many data scientists and analysts. While many data visualization libraries exist, Matplotlib offers some significant advantages that make it indispensable. **1. Unparalleled Customization: 2. Broad Range of Plot Types: 3. Integration with the Python Ecosystem: 4. Large and Active Community: 5. Foundation for Other Libraries: Matplotlib's flexibility, extensive features, and strong community support make it an excellent choice for creating compelling data visualizations in Python. Want to explore more powerful tools for data visualization in Python? Check out our comprehensive Top Python Data Visualization Libraries guide to boost your data visualization skills!  ( 3 min )

In the world of object-oriented design, one challenge developers often face is how to create families of related objects without tightly coupling their code to specific classes. Enter the Abstract Factory Pattern—a powerful and flexible solution to this problem. In this blog, we’ll explore: ✅ What the Abstract Factory Pattern is 🎯 When to use it 💻 A detailed Java implementation 🔍 Advantages and use cases “The Abstract Factory Pattern provides an interface for creating families of related or dependent objects without specifying their concrete classes.” — Gang of Four In simpler terms, it’s a factory of factories. Instead of creating objects directly, we use a factory interface that produces other factories. Each factory is responsible for creating a set of related products. Imagine you'r…  ( 5 min )

Enumerated fields in data tables have a limited number of predefined values. Filtering conditions on the enumerated field f are often expressed as f =v1 or f =v2 or ...; f !=v1 and f !=v2 and ...; in; or not in. The database has to compare f with n values. When the data table is large, the number of comparisons will be very high, leading to poor performance, and the performance worsens as n increases. If comparisons can be avoided during filtering, performance will naturally improve significantly. esProc’s aligned sequence mechanism can achieve this effect. The following example uses the orders table to demonstrate how to use aligned sequences, and also compares the performance of esProc SPL and MySQL database in calculating conditional filtering on enumerated fields. In the MySQL database…  ( 7 min )

In the rapidly evolving world of artificial intelligence, language models like ChatGPT, Claude, and Gemini are rewriting how we interact with machines. They can write code, summarize documents, and answer our questions like seasoned pros. But here’s the catch—they’re really good at thinking, but still pretty limited at doing. So, how do we close that gap between what AI understands and what it can execute? Welcome to the world of MCP Servers—a groundbreaking innovation that connects the brain of an AI model to the real-world tools it needs to act. Think of them as the hands and eyes of an LLM, enabling it to do more than just talk. Is an MCP Server? MCP stands for Model Context Protocol, a standard originally introduced by Anthropic to solve a crucial problem: Large Language Models (LLMs…  ( 6 min )

Every day Time Table Sun : Javascript, Html, Css Mon, Tues, Wed : Algorithm Thurs:- Revision of Algorithms Friday:- React, Front End Interview Questions Preparation Going through the React Official Docs Study Materials:- JS https://github.com/trekhleb/javascript-algorithms React https://www.robinwieruch.de/react-trends/ https://github.com/enaqx/awesome-react?tab=readme-ov-file https://www.robinwieruch.de/react-component-types/ https://conf.react.dev/talks https://react.dev/blog/2024/05/22/react-conf-2024-recap CSS https://frontendmasters.com/blog/what-you-need-to-know-about modern-css-spring-2024-edition/ https://css-triggers.com/ Libs / Frameworks... https://2024.stateofjs.com/en-US/libraries/ https://risingstars.js.org/2024/en AI https://github.com/openai/openai-node  ( 3 min )

Hey DevOps folks and cloud builders! 👋 It now tells you not just what vulnerabilities exist in your container images — but also where and if those images are even being used in your ECS or EKS clusters. 🚀 What Changed? Now (as of June 2025): ✅ Last used date This info is surfaced in both the ECR Console and Amazon Inspector. 🧠 Why This Matters But… Now you can know. 🛠️ Real-World Example backend-service:latest Used in 3 EKS clusters Last used yesterday legacy-app:v1.2 ❌ Not used in any cluster Last used 8 months ago With this update, you can now: Focus your remediation on the backend-service:latest image Safely ignore or delete legacy-app:v1.2 Save time and effort by fixing only what really matters 💡 Benefits 🧹 Clean up unused/outdated images 🔐 Make smarter, faster security decisions 🔄 Automatically updates as image usage changes 🔍 Where to View It Amazon Inspector Console → Findings Or use APIs to fetch usage data programmatically 🧪 My Take Less noise. More clarity. Smarter security. 💪 Have you tried this yet? Let me know what you think!  ( 4 min )

🎨 CSS Art – Célébrations de Juin Voici ma création CSS pour représenter quelques célébrations importantes du mois de juin : 🌈 Le drapeau de la fierté LGBTQ+ 👨‍👧 Une carte de fête des pères ✊🏿 Une silhouette pour la Journée de l’émancipation (Juneteenth) 🍩 Et un beignet joyeux pour la Journée nationale du beignet ! 🧑‍💻 Réalisé avec HTML + CSS pur, sans images, ni JavaScript. 🔗 Voir la démo sur CodePen ✨ Merci à la communauté pour l’inspiration, et vive la créativité en CSS ! 🎉  ( 3 min )

description: "A resume shouldn't read like a dull obituary. Here's a sarcastically honest, HR-approved guide to building a resume that gets noticed." Let’s be honest—writing a resume can feel like trying to summarize your entire existence on a single, stressfully bland sheet of paper. It's like Tinder for your career: you’ve got 6 seconds to make a first impression, and your competition is out there flashing certifications like they’re Pokémon cards. As someone who’s spent the last decade toggling between being an HR professional and a serial resume fixer for friends, family, and once even my Uber driver (true story), I’ve seen every type of resume mistake you can imagine. From Comic Sans tragedies to objective statements that sound like inspirational quotes from a fortune cookie—I’ve been…  ( 4 min )

Hey Devs! 👋 I recently started learning front-end development under devsync.in, and one of the first things that clicked for me was how powerful CSS can be. HTML gives you the structure, but CSS? That’s where the magic happens — colors, spacing, layouts, and even animations. 🚀 What is CSS? CSS stands for Cascading Style Sheets, and its main job is to style HTML elements. Think of HTML as the skeleton of your webpage, and CSS as the clothes it wears. Hello, World! Hello h1 { color: green; } I personally prefer external stylesheets — it's how I was taught at devsync.in, and it really helps in keeping things clean and scalable. 📐 Understanding the CSS Box Model One of the most important concepts I've learned at devsync.in is the box model. Each HTML element is a box made of: Content Padding Border Margin Think of it like layers from the inside out. 💡 Pro tip: Add this to your CSS reset: * { box-sizing: border-box; } This makes layout calculations much easier! 🧠 Final Thoughts Learning CSS with the support of devsync.in has been a game-changer for me. It’s not about memorizing every property — it’s about building a solid foundation and experimenting as you go. Once you understand the basics, it becomes way easier (and more fun!) to create beautiful web pages. If you're also learning or struggling with CSS, I’d love to connect and share tips. Drop your thoughts in the comments — let’s grow together! 🌱  ( 4 min )

If you’ve worked in the Microsoft development ecosystem, you’ve likely encountered both .NET and ASP.NET—but do you really know the difference between the two? Knowing when to use which can save your team time, money, and a lot of technical headaches. Let’s break it down in simple terms. 🔍 What is .NET? You can use .NET to build all kinds of applications: Desktop (with WPF, Windows Forms) Web Mobile (via .NET MAUI or Xamarin) Cloud-native apps Console apps APIs Microservices So in short, .NET is the entire framework (or ecosystem) that powers modern applications. 🌐 What is ASP.NET? ASP.NET provides: Server-side web development tools Razor pages & Blazor for UI MVC architecture RESTful API development support Authentication and identity handling There’s also ASP.NET Core, which is the modern, cross-platform version—lighter, faster, and designed for today’s cloud-based apps. ⚔️ ASP.NET vs .NET: What’s the Real Difference? 💡 When Should You Use Each? If you're building a web application or REST API → Go with ASP.NET (preferably ASP.NET Core). If you’re developing a desktop app, mobile app, or background service → Use .NET (and the right toolkit like WPF, MAUI, etc.). If you want cross-platform support, always choose .NET 5+ and ASP.NET Core over legacy frameworks. 🚀 Final Thoughts At ChampSoft, we help teams harness the full power of .NET technologies to build scalable, secure, and future-ready solutions. 👉 Read ChampSoft All Blogs: ChampSoft Blog  ( 4 min )

Windows 11 Professional is not just a cosmetic upgrade over Windows 10 — it’s a modern, productivity-driven operating system built for professionals, creators, and businesses. Whether you're a developer, designer, or corporate user, Windows 11 Pro delivers the perfect combination of speed, security, and style to keep you efficient and protected in today's digital-first world. In this post, we’ll dive into what makes Windows 11 Professional the go-to choice for power users and how to get it for your devices today. While Windows 11 Home is built for casual use, Windows 11 Professional is designed for business-grade performance and management. It gives you tools to control, secure, and scale your work environment with ease. ✅ Enhanced security and encryption ✅ Built-in remote desktop support…  ( 4 min )

Crypto trading terminals are evolving. In 2025, traders want more than charts and order books—they want intelligent analytics, real-time signals, sentiment trends, and decision support tools built right into their trading interface. If you’re building a terminal for professional traders, quant teams, or power users, you need more than price data. You need AI-driven insights, fast API response times, and data endpoints that surface actionable trading signals. That’s exactly what the Token Metrics Crypto API provides. In this article, we’ll walk through how to build a smarter, signal-powered trading terminal using the Token Metrics API—and why it gives your product an edge over anything else in the market. What Traders Expect from a Terminal in 2025 How Token Metrics API Enhances Trading Ter…  ( 5 min )

Harmony OS Next PlatformView Same-Layer Rendering Solution Adaptation Guide Legacy PlatformView Solution Overview Defines DynamicView and DVModel in the Flutter adaptation layer: @Observed export class DVModel { id_: number; compType: string; params: DVModelParameters; events: DVModelEvents; children: DVModelChildren; builder: Any; public getLayoutParams(): DVModelParameters { return this.params; } } @Component export struct DynamicView{ @ObjectLink model: DVModel; @ObjectLink children: DVModelChildren; @ObjectLink params: DVModelParameters; @ObjectLink events: DVModelEvents; @BuilderParam customBuilder?: ($$: BuilderParams) => void; } Developers use JSON strings to define DVModel structures for PlatformView implementation…  ( 4 min )

Harmony OS Next Obtaining System File Paths in Flutter + HarmonyOS NEXT Development During development, you often need to access system directories like temporary files, documents, etc. This guide explains how to use the path_provider plugin in Flutter for HarmonyOS NEXT. The OpenHarmony SIG has adapted this plugin for HarmonyOS NEXT - here's how to implement it: dependencies: path_provider: git: url: "https://gitee.com/openharmony-sig/flutter_packages.git" path: "packages/path_provider/path_provider" Run flutter pub get - this automatically adds HAR dependencies in ohos/entry/oh-package.json5: { "name": "entry", "version": "1.0.0", "dependencies": { "@ohos/flutter_ohos": "file:../har/flutter.har", "path_provider_ohos": "file:../har/path_provid…  ( 4 min )

Kubernetes has become a foundational platform for deploying containerized applications. But as more stateful workloads enter the cluster — like databases and shared storage systems — ensuring data protection becomes critical. This no-code guide explores how to back up and restore Kubernetes block and file volumes, the differences between storage types, and best practices for business continuity and disaster recovery. 📌 What Is Kubernetes Volume Backup & Restore? Block Storage: Raw devices formatted by applications (e.g., for databases). File Storage: File systems shared between pods (e.g., for media files or documents). Backup and restore in this context means protecting this stored data from loss, corruption, or accidental deletion — and recovering it when needed. Understanding your stor…  ( 4 min )

Harmony OS Next Object Arrays: Data Updates and UI Refresh Introduction Object arrays are an extremely common data structure in programming, efficiently storing and processing sets of related objects. In HarmonyOS Next, this data structure has widespread applications. For example, when developing a simple contact management application, we can use an object array. Each contact is an object containing properties like name, phone number, and email. For instance: [ {name: 'Zhang San', phone: '123456789', email: 'zhangsan@example.com'}, {name: 'Li Si', phone: '987654321', email: 'lisi@example.com'}, ] This object array structure facilitates operations like traversing, searching, adding, and deleting contact information, enabling efficient contact management. I…  ( 4 min )

Complete Conversation Translation: ChatGPT Performance Analysis Initial Setup and Personal Context User: Hey there— ChatGPT: Hey there! How's it going? ☀️ What's on your mind today? Whether it's casual chat or something more serious, I'm all ears! User: What's your current dialogue model? ChatGPT: My current model is GPT-4o! The full-powered version. As long as it's not peak hours, I should be able to continue using this model. If you notice anything strange or feel like "this seems like mini," let me know—I have ways to check behind the scenes. User: Ah, okay, got it. I've learned how to tell the difference. ChatGPT: Nice! You're really getting the hang of it 👍 So, what do you want to do today? English, tech, wild philosophical thoughts—I'm up for anything. User: Let me vent…  ( 19 min )

Introduction: In this post, I’ll explore how Microsoft's Copilot strategy might be the root cause, and why this issue goes beyond just a performance glitch. We’re talking about a larger systemic problem that could have far-reaching implications. Copilot's Impact on Traffic: Microsoft’s decision to embed Copilot across all of its products—from Windows to Office tools—has caused a massive increase in the backend traffic directed to OpenAI’s servers. The issue isn’t just that Copilot is working; it’s that its presence in nearly every Microsoft product is consuming far more resources than anticipated. When you open Notepad or start a simple task in Excel, Copilot might be quietly running in the background, sending requests and consuming resources without you even realizing it. This unseen traf…  ( 5 min )

Leverage: The Promise of Big Gains with Little Capital Leverage trading sounds like a fast lane to profit. Put in a small amount, borrow the rest, and ride a 10× position to a fat payday. Crypto platforms love to flaunt this feature—just a few clicks and you’re controlling thousands of dollars' worth of Bitcoin or ETH. At its core, leverage trading means borrowing money to increase your position size. You commit a portion of your capital (called “margin”) and borrow the rest from the exchange to make a larger trade than your funds would normally allow. To open a leveraged position, you need to provide an initial margin—your skin in the game. Exchanges also enforce a maintenance margin, the minimum equity you must maintain to keep your trade open. You use $1,000 as margin to open a $10,00…  ( 6 min )

The 2-Hour Deep Work Block: How Senior Devs Structure Their Most Productive Days Pratham naik for Teamcamp ・ Jun 18 #webdev #productivity #devops #learning  ( 2 min )

In the early days of computing, non-volatile memory was essential for bootstrapping a system. Among the earliest technologies used for this purpose were EPROMs (Erasable Programmable Read-Only Memory), which allowed firmware like BIOS to be stored in a non-volatile yet modifiable format. As computing evolved, so did memory technologies, leading to the widespread adoption of EEPROMs (Electrically Erasable Programmable Read-Only Memory) and flash memory in modern personal computers and embedded systems. This article explores the critical role EPROMs played in early operating systems and how their legacy has transformed with modern EEPROM technologies. EPROMs were a significant breakthrough in the 1970s and 1980s, providing a non-volatile memory medium that could be programmed with a high vol…  ( 7 min )

The 2-Hour Deep Work Block: How Senior Devs Structure Their Most Productive Days Pratham naik for Teamcamp ・ Jun 18 #webdev #productivity #devops #learning  ( 2 min )

The 2-Hour Deep Work Block: How Senior Devs Structure Their Most Productive Days Pratham naik for Teamcamp ・ Jun 18 #webdev #productivity #devops #learning  ( 2 min )

The 2-Hour Deep Work Block: How Senior Devs Structure Their Most Productive Days Pratham naik for Teamcamp ・ Jun 18 #webdev #productivity #devops #learning  ( 2 min )

Ever wonder why some developers ship features while others struggle with endless meetings and Slack pings? The secret isn't working longer—it's working deeper. Last month, I show interview of 15 senior engineers from companies like Netflix, Stripe, and Shopify. One pattern emerged across every conversation: they all protect sacred blocks of uninterrupted time. Not 25-minute Pomodoros. Not "quick focus sessions." Two full hours of pure, distraction-free development. The results? One Staff Engineer told me he ships more code in his 2-hour block than most devs do in an entire day. Another said it's the difference between being a "ticket-taker" and an actual problem solver. Here's how they do it—and how you can replicate their system starting tomorrow. What Makes the 2-Hour Deep Work Block Dif…  ( 9 min )

As LLM-powered search continues to shape the web (think: ChatGPT, Claude, Perplexity), we built a plugin to help WordPress sites stay ahead of the curve: llms.txt. Inspired by robots.txt, the new llms.txt standard gives Large Language Models structured, accurate access to your site’s public content. We've open-sourced a plugin that automatically generates and maintains this file for WordPress: ⚡ Generates llms.txt & llms-full.txt at yourdomain.com/llms.txt 🧩 Compatible with major SEO plugins (Yoast, Rank Math, SEOPress) ⚙️ Choose specific post types, taxonomies, and custom markdown 🔐 Respects noindex and SEO meta settings ⚡ Performance optimized (no impact on frontend) 🔗 Useful Links 🧩 [Plugin on WordPress.org](https://wordpress.org/plugins/ai-content-guide-llms-text-generator/) 📚 [Docs](https://fulgid.in/ai-content-guide/docs.html) 🛠 [GitHub – Feedback, stars, and PRs welcome!](https://github.com/navinnm/ai-content-guide) This tool helps bridge the gap between traditional SEO and AI-era discoverability. Would love to hear your thoughts or feature ideas!  ( 3 min )

CVE ID: CVE-2023-0386 Linux Kernel Improper Ownership Management Vulnerability Project: Linux Product: Kernel Date: Date Added: 2025-06-17 Due Date: 2025-07-08 Linux Kernel contains an improper ownership management vulnerability, where unauthorized access to the execution of the setuid file with capabilities was found in the Linux kernel’s OverlayFS subsystem in how a user copies a capable file from a nosuid mount into another mount. This uid mapping bug allows a local user to escalate their privileges on the system. Unknown Apply mitigations per vendor instructions, follow applicable BOD 22-01 guidance for cloud services, or discontinue use of the product if mitigations are unavailable. This vulnerability affects a common open-source component, third-party library, or a protocol used by different products. For more information, please see: https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/commit/?id=4f11ada10d0a ; https://access.redhat.com/security/cve/cve-2023-0386 ; https://security.netapp.com/advisory/ntap-20230420-0004/ ; https://nvd.nist.gov/vuln/detail/CVE-2023-0386 Common Vulnerabilities & Exposures (CVE) List  ( 3 min )

Introduction What is the Linux Kernel? Why the Linux Kernel is Crucial for System-Level Programming Architecture of the Linux Kernel Monolithic vs Microkernel Modules Process Management Process Scheduling Context Switching Process States Memory Management Virtual Memory Paging and Swapping Memory Allocation Techniques File System Management VFS (Virtual File System) Ext and Other File Systems Device Management Device Drivers Character and Block Devices Udev and Hotplug Network Stack Management Sockets and Protocol Support Packet Filtering and Firewalling Inter-Process Communication (IPC) Security and Access Control User Modes Capabilities and SELinux System Calls: Bridging User and Kernel Space Portability and Scalability Real-World Applications and Ecosystem Linux in IoT, …  ( 15 min )

Case Study of Vision Image Analyzer in VisionKit on HarmonyOS 5.0 Abstract This article introduces how to use visionImageAnalyzer from @kit.VisionKit to implement image text analysis in HarmonyOS 5.0. By creating the VisionKitVisionImageAnalyzer component, users can perform text analysis on specified images and display all the text and the selected text. Import visionImageAnalyzer from @kit.VisionKit. Define the VisionKitVisionImageAnalyzer component and initialize the image analysis controller and state variables. Set up listeners for text analysis and selected text change in the aboutToAppear lifecycle function. Build the UI interface, including an analyzable image, a text area to display all text, and a text area to display selected text. import { visionImageAnalyzer } from…  ( 3 min )

While working on CSSnippets (a collection of UI components), I often needed to convert CSS code into Tailwind CSS, and doing this manually was time-consuming and slowed down my workflow. That’s why I decided to build StyleShift — a tool that makes converting CSS to Tailwind simple and fast. StyleShift is an easy-to-use tool that converts your regular CSS into clean, responsive Tailwind classes. Just paste your CSS, and it transforms it into Tailwind code ready to use. It understands common CSS styles, keeps selectors in mind, and creates simple Tailwind code you can use right away. While talking about CSSnippets, you can explore my ready-to-use components at CSSnippets. Instant CSS to Tailwind Conversion: Quickly convert your CSS code to Tailwind CSS utility classes with a single click. Save Locally: Once your CSS is converted, you can save the Tailwind output for easy access anytime. Efficient & User-Friendly: StyleShift’s intuitive interface makes converting CSS easy, even for beginners. Tailwind-Ready Output: The output is perfectly formatted for use in any Tailwind-based project. Completely Free: StyleShift is a free tool, available for anyone to use. Paste your CSS code into the provided input area. Copy the converted Tailwind classes. Paste them directly into your project. As I curated UI components for CSSnippets, converting CSS styles to Tailwind CSS became a frequent task. I wanted a tool that fits naturally into my development process, helping me: Convert CSS quickly without losing control of the output Adopt Tailwind CSS easily in existing projects Keep the resulting Tailwind code clean and maintainable StyleShift helped me save time and focus more on building great components, and hopefully, it’ll help you too. If you work with CSS and want to switch to Tailwind without rewriting everything from scratch, StyleShift might be just what you need. 🔗 Check it out here If you found this helpful, consider☕ Buying me a coffee – every little contribution keeps me motivated!  ( 4 min )

When people talk about AI, they usually mention code generation, productivity hacks, or content creation. But here’s something you don’t hear every day: AI can actually help you become a great leader. Not in some abstract, futuristic way, but right now, in the real challenges you're facing with your team, time, and decision-making. Let me share how I discovered this. My Experience: Leading with AI at Ecobee At Ecobee, I led a team of 12 technical support specialists. We were in the middle of a big transition, moving from UKG to Workday. As anyone who's dealt with platform migrations knows, this meant new workflows, retraining, and lots of uncertainty. Team members had questions. Documentation was scattered. Training sessions were eating up too much time. So I decided to bring AI into the r…  ( 4 min )

The Intelligent PWA: How AI and Machine Learning are Redefining Progressive Web Apps in 2024 Progressive Web Applications (PWAs) have already revolutionized the web by offering app-like experiences directly within the browser, boasting benefits such as offline capabilities, installability, and faster loading times. However, in 2024, the integration of Artificial Intelligence (AI) and Machine Learning (ML) is pushing the boundaries of what PWAs can achieve, transforming them into truly intelligent, dynamic, and highly personalized digital experiences. This evolution moves beyond the foundational advantages of PWAs, leveraging AI/ML to dramatically enhance user engagement, optimize business outcomes, and foster greater inclusivity. One of the most significant impacts of AI on PWAs is the abi…  ( 7 min )

Leave a comment below to introduce yourself! You can talk about what brought you here, what you're learning, or just a fun fact about yourself. Reply to someone's comment, either with a question or just a hello. 👋 Come back next week to greet our new members so you can one day earn our Warm Welcome Badge!  ( 3 min )

Stepper Component Quick Start Guide The Stepper component in HarmonyOS provides a convenient navigation solution for guiding users through multi-step tasks. Below is a concise guide to using it: Version Requirement: The Stepper component is supported from API Version 8. Ensure your project meets this requirement. Create a Stepper Instance: Import the Stepper component and initialize it with Stepper({index: currentStepIndex}), where index sets the initial active step (default: 0). From ​API Version 10, index supports two-way data binding for dynamic state updates. // Example: Initialize Stepper with initial index 0 Stepper({ index: 0 }); Add StepperItem Children: The Stepper component accepts only StepperItem as child components. Each StepperItem represents a step: StepperItem() …  ( 4 min )

Harmony OS Next RowSplit Component Quick Start Guide The RowSplit component in HarmonyOS allows you to create horizontal layouts with vertical splitters between child components. Below is a concise guide to using it: Version Requirement: Supported from API Version 7 (API version 11+ required for meta-service usage). Ensure your project meets this requirement. Create a Component Instance: Import RowSplit and initialize it within your code: RowSplit() { // Add child components here } Insert Child Components: Place components horizontally within RowSplit: RowSplit() { Text('1') .width('10%') .height(100) .backgroundColor(0xF5DEB3) .textAlign(TextAlign.Center); Text('2') .width('10%') .height(100) .backgroundColor(0xD2B48C) .textAlig…  ( 3 min )

Harmony OS Next Simplified Usage of Custom Dialogs Custom Dialogs (CustomDialog) are popup components provided by HarmonyOS, displayed using the CustomDialogController class. Below is a simplified usage guide: Supported from API Version 7 (API Version 11 for meta-services). Allows developers to customize dialog appearance and content. Suitable for simple prompts but not a replacement for full pages. constructor(value: CustomDialogControllerOptions): Configures dialog parameters (all parameters are static). Includes: builder: Required. Content builder (use @Link for data binding). cancel: Optional. Callback for back/ESC key or overlay tap. autoCancel: Optional. Default true. Enables overlay tap dismissal. alignment: Optional. Vertical alignment (default: DialogAlignment.Defa…  ( 4 min )

Conotação e Denotação O que são? Denotação: é o sentido literal de uma palavra ou expressão, aquele que está no dicionário. É objetivo e direto. Conotação: é o sentido figurado, subjetivo ou simbólico da palavra, usado para dar ênfase, emoção ou criar imagens. Denotativo: O coração é um órgão vital do corpo humano. Conotativo: Ela tem um coração de pedra. (fria, sem sentimentos) Denotativo: A estrela brilha no céu à noite. Conotativo: Ela é uma estrela do cinema. (muito famosa) 1. (Exemplo de banca: CESPE) Leia a frase: "João carregava o mundo nas costas." Assinale a alternativa correta: A) A frase está em sentido denotativo, pois retrata um fato real. B) A frase está em sentido conotativo, sugerindo que João enfrenta muitos problemas. C) O uso de “mundo” tem apenas valor decorativo. D) A frase mistura denotação e conotação sem clareza. ✅ Gabarito: B 2. (Exemplo de banca: VUNESP) Assinale a alternativa em que a palavra “luz” é utilizada no sentido denotativo: A) Ela é a luz da minha vida. B) A menina brilhou como uma luz no palco. C) A luz do poste queimou durante a tempestade. D) Ele encontrou uma luz no fim do túnel emocional. ✅ Gabarito: C  ( 3 min )

Harmony OS Next fluttertpc_device_util HarmonyOS Device Utility Library Create Method Channel static const MethodChannel _channel = const MethodChannel('device_util'); Get Version Name /// The version name of this application static Future get versionName async { final String version = await _channel.invokeMethod('getVersionName'); return version; } Get Version Code /// The version code of this application static Future get versionCode async { final String version = await _channel.invokeMethod('getVersionCode'); return version; } Open Network Settings Page /// Open the device's network settings page static Future openNetworkSettingPage() async { await _channel.invokeMethod('launchNoNetwork'); } Open Application Settings /// Open settings pag…  ( 4 min )

Have an amazing startup idea but don’t know where to share it? Xeon — your new go-to platform to submit, explore, and pitch startup ideas in a minimal and intuitive environment. Xeon is a clean and powerful web platform designed for entrepreneurs, students, and creators to: 💡 Submit startup ideas with a name, logo, and description 🌍 Discover other projects to get inspired 🎤 Participate in virtual pitch competitions and gain exposure 🔐 Login securely using GitHub OAuth 📱 Enjoy a minimal and responsive UI built for all screen sizes Xeon was crafted using a modern and scalable stack: 🧬 Next.js + TypeScript — Lightning-fast and typed 🎨 Tailwind CSS + Shadcn/ui — For beautiful, responsive design 🍃 MongoDB (via Mongoose) — To persist startup data 🛡️ NextAuth.js — Secure GitHub authenti…  ( 5 min )

Harmony OS Next flutter_native_image Native Flutter Image Processing Plugin This plugin provides native tools for resizing images and reducing their quality through compression. While the implementation may be somewhat rough (especially the iOS portion), it's reliable for essential needs and maintains stability. Contributions for improvements are welcome. Add the following line to your pubspec.yaml under dependencies: ```yaml dependencies: flutter_native_image: ^0.0.6 ``` ```dart File compressedFile = await FlutterNativeImage.compressImage(file.path, quality: quality, percentage: percentage); ``` Provide a filesystem path and optionally specify: quality (1-100, default preserves original) percentage (1-100 resize percentage) To resize to specific dimensions: ```dart ImageP…  ( 5 min )

Server-Sent Events is a client-server communication technique with a one-way communication flow. Yes, as it implies the server will sent the data to the client while the client initially establishes a connection using Event Source and sits idle. I'm familiar with communication techniques like Short polling, Long polling, and Web Sockets and I implemented them at certain stages in my development journey.  There came a situation where I have to find and use the right technique to solve the problem at hand, and this article is all about why and how I did it. Before moving here's a quick overview of each of the technique: Short Polling: Long Polling: Web Sockets: Server Sent Events: Here's why I had to use Server-Sent Events in my case: Client will make an API call to the Server …  ( 5 min )

Harmony OS Next Simplified Usage of Shape Clipping Shape clipping functionality in HarmonyOS development is used for cropping and masking components. Below is a simplified guide to its usage. Official documentation: https://developer.huawei.com/consumer/cn/doc/harmonyos-references-V5/ts-universal-attributes-sharp-clipping-V5#mask12 Clipping Functionality clip Property (Supported from API Version 7, updated in API Version 12): Determines whether to clip child components of the current component. Accepts a boolean parameter. For example, when an Image component is inside a Row component, setting clip(true) on the Row will constrain the image display within the row's border (e.g., rounded corners set via borderRadius). clipShape Property (Supported from API Version 12): Clips the…  ( 3 min )

A recent optimization proposal in the Apache DolphinScheduler community is drawing a lot of attention. In the DSIP-91 proposal, the developer focuses on improving the current workflow debugging and release process. It aims to address key pain points such as difficult debugging, cumbersome publishing steps, and confusing instance management. The proposed solution introduces a "draft mode", allowing workflows to be debugged without being published online. At the same time, it enables separation of debugging and production instances, and supports one-click configuration for scheduling tasks. This proposal has already been published on GitHub and is still being actively refined. More developers are welcome to join the design and implementation! 👉 Click the link to join the discussion: https://github.com/apache/dolphinscheduler/issues/17252  ( 3 min )

I’ve just released Simple Calc at simple‑calc‑kappa.vercel.app—a clean, lightning‑fast web calculator built for anyone who works with numbers. Features: Scientific & graphing calculator Stats & financial tools Unit conversion suite AI‑powered suggestions for faster results ✅ No sign‑up, ✅ no clutter. Google’s calculator is helpful, but too basic. I needed something deeper—yet still simple and accessible. So I made Simple Calc. 💬 I’d love your feedback. Have a feature idea? Bug? Drop a comment or open an issue on GitHub. Check it out: https://simple‑calc‑kappa.vercel.app  ( 3 min )

Safeline supports integration with various identity providers through the OIDC (OpenID Connect) protocol, allowing users to securely log in to applications or websites using existing identity systems. Supported identity providers include but are not limited to Keycloak, Auth0, Okta, Azure AD, etc. OpenID Connect (OIDC) is an identity authentication layer based on the OAuth 2.0 protocol that allows client applications to verify end-user identities based on authentication results from an authorization server and obtain basic user information. OIDC enables third-party applications to securely access user information without directly managing user credentials. Using Keycloak, a common OIDC provider, as an example, here's how to obtain the required parameters for configuration: Log in to the Ke…  ( 5 min )

Harmony OS Next HarmonyOS Next Graphics Transformation Usage Guide HarmonyOS Next provides developers with powerful graphics transformation capabilities for rotating, translating, scaling, and performing matrix transformations on components. This greatly enriches the visual effects and user experience of applications. Here is a detailed guide on how to use them: ​​Function​​: Rotates the component within a coordinate system using the top-left corner as the origin. ​​Parameter Description​​ RotateOptions Object​​: Contains the rotation axis vector (x, y, z coordinates, default values 0, 0, 1), rotation angle (angle, positive values indicate clockwise rotation, can be a number or string like '90deg'), center point coordinates (centerX, centerY, can be numbers or strings, default…  ( 4 min )

Harmony OS Next Development Practice for Screen Orientation Switching Implementing screen orientation switching (landscape/portrait) in HarmonyOS application development requires attention to multiple aspects. Configuration in module.json5: Suitable for applications that determine orientation at launch. Examples: Portrait-only apps: Configure "portrait" Landscape-only apps: "landscape" (single orientation) or "auto_rotation_landscape" (supports normal/reverse landscape) Rotatable apps: "auto_rotation_restricted" Devices adapting to form factors: "follow_desktop" (phones in portrait, tablets/foldables in landscape when unfolded) Note: Configurations with "restricted" are controlled by the system's Rotation Lock toggle. setPreferredOrientation Method: Used for dynamic…  ( 4 min )

Harmony OS Next Comprehensive Guide to Using Web Components in HarmonyOS Next The Web component in HarmonyOS Next provides developers with powerful webpage display capabilities, offering diverse usage methods that cover everything from basic loading to various functional settings. Creating a Web Component: Create via the Web interface, e.g., Web({src: 'www.example.com', controller: this.controller}), where src specifies the webpage resource address, and controller controls the Web component. For online webpages, directly pass the target URL. Using the Controller: Starting from API Version 9, it is recommended to use WebviewController. Create a WebviewController instance during component construction to manage Web component operations like loading and refreshing. Online Webpage…  ( 4 min )

🎨 Mastering CSS: Types, Colors, and Typography CSS (Cascading Style Sheets) is the language used to style HTML documents. It allows you to control layout, colors, fonts, and more. In this blog, we’ll walk through the types of CSS, how to use the color property and color systems, and explore text and font-related properties. ✨ Crafted in collaboration with — accelerating your web development journey and empowering developers worldwide. 🔹 Types of CSS CSS can be written in three ways: Inline CSS Applied directly to HTML elements using the style attribute. This is inline styled text Internal CSS Defined within tags inside the HTML file, usually in the section. p { color: green; } External CSS Linked via an external file using the tag. /* styles.css */ 🎨 The color Property Used to set the color of the text: h1 { ✅ Supported Color Systems: Named Colors: red, blue, green Hex Codes: #ff5733, #000000 RGB: rgb(255, 0, 0) RGBA (with transparency): rgba(255, 0, 0, 0.5) HSL: hsl(0, 100%, 50%) HSLA: hsla(0, 100%, 50%, 0.3) ✍️ Text-Related Properties These properties help style and control how text appears. Text Alignment p { Text Decoration a { Text Transform h2 { Letter and Word Spacing p { 🖋️ Font Styling in CSS Fonts can completely change the feel of your page. Font Family body { Font Size h1 { Font Weight strong { Font Style em { 🎯 Conclusion CSS empowers you to create stunning, readable, and responsive web designs. With the right styling techniques and color choices, you can enhance both the aesthetic and usability of your site. 🔗 This blog was presented by — your trusted partner in tech, design, and innovation. 🛠️ Author: Yash Kalbhute 🏷️ Tags: #css #webdev #frontend #  ( 3 min )

Xiyang Wuが第一著者，メリーランド大学 Related works Definitions and objective Find things that are correlated in the LLM but not present 
In the picture to induce hallucinations in LVLMs Contextual distance between two descriptions or texts Scene generation Question construction Hallucination detection 感想 変な質問が生成されないのかなーみたいなのは気になりました． 変数をうまく設定すればいけるのか  ( 3 min )

Daftar Isi Apa itu asdf version manager? Mengapa Memilih asdf? asdf Menggunakan Package Manager Mengunduh Pre-compiled Binary Verifikasi Lokasi Binary Verifikasi Instalasi asdf Instalasi Plugin di asdf Plugin Erlang Plugin Elixir Plugin Node.js (Opsional) asdf Menelusuri Versi yang Tersedia Instalasi Erlang Instalasi Elixir Instalasi Node.js asdf Mengatur Versi Global Mengatur Versi Lokal di Proyek ElixirLS: Ekstensi Editor untuk Pengembangan Elixir Referensi asdf version manager? Erlang dan Elixir bisa diinstal langsung melalui petunjuk pada halaman unduh Erlang/OTP dan halaman resmi Elixir. Namun, cara ini memiliki keterbatasan, yaitu hanya memungkinkan satu versi runtime terpasang dalam satu mesin. Jika ingin menggunakan versi lain, besar kemungkinan akan te…  ( 12 min )

As we move deeper into the age of intelligent automation, software testing is undergoing a radical transformation. Artificial Intelligence (AI) is not just a futuristic concept — it’s a powerful enabler in the software development lifecycle today. From test case generation to execution, from bug prediction to risk-based testing, AI has already started redefining how QA teams operate. In 2025, the fusion of human expertise with AI-powered tools is setting a new standard for speed, quality, and scalability in testing. In this article, we explore how AI is shaping the software testing landscape and provide actionable advice on leveraging its full potential — with a focus on Genqe.ai, a leading AI testing platform. The State of Software Testing Today Manual testing, while still important for e…  ( 6 min )

As a third-year student deeply passionate about computer science, I am often amazed by the captivating "real-time" nature of modern internet applications. Whether it's the split-second delivery of messages in instant messaging software, the seamless synchronization of multi-person editing in online collaborative documents, or the millisecond-level data refresh on financial trading platforms, these seemingly ordinary functions are all supported by powerful backend technologies. In my exploratory journey, the combination of asynchronous programming and high-performance frameworks has proven to be key to achieving this "pulse of real-time interaction." Recently, a web backend framework, with its outstanding asynchronous processing capabilities and deep optimization for real-time scenarios, ha…  ( 9 min )

Creating a Simple and Responsive Form Using Bootstrap By Tanay Kubade | June 2025 Forms are a crucial part of modern websites and web applications, allowing users to input data, register accounts, log in, and interact with services. In this blog, we’ll walk through how to build a clean, responsive form using Bootstrap, one of the most popular front-end frameworks. Why Use Bootstrap for Forms? Bootstrap simplifies front-end development with pre-designed components and responsive grid layouts. Here’s why it's ideal for forms: ✅ Mobile-first design ✅ Built-in validation classes ✅ Consistent styling ✅ Easy to customize Basic Setup Before we dive into the form, ensure you’ve included Bootstrap in your project. Use the CDN link in your HTML: <link href="https://cdn.jsdelivr.net/npm/bootstr…  ( 3 min )

SafeLine is an open-source Web Application Firewall (WAF) that’s easy to deploy, highly effective, and trusted by developers to defend web services against modern attacks. In version 7.1, SafeLine introduced a powerful new feature: Custom NGINX configuration for site-specific location blocks. This enhancement gives users fine-grained control over NGINX behavior per site. If you're wondering how to use it, you're in the right place. location Block in NGINX? In NGINX, location blocks are used to match incoming request URIs and apply specific rules — such as routing, proxying, security, or caching. For example: location /api/users { proxy_pass http://backend_service; } This tells NGINX how to handle requests to /api/users — in this case, by forwarding them to a backend. location Block…  ( 4 min )

As a computer science junior, my work on a web service project introduced me to the Hyperlane framework. This high-performance Rust HTTP framework fundamentally altered my view of web development. Here's a genuine account of my experience learning and using Hyperlane. ctx Abstraction When I first began using Hyperlane, I was immediately impressed by its clean Context (ctx) abstraction. In other frameworks, I was accustomed to writing more verbose calls, such as: let method = ctx.get_request().await.get_method(); With Hyperlane, this simplifies to a single line: let method = ctx.get_request_method().await; This design significantly boosts code readability, especially when handling complex business logic, by removing the need for deeply nested method calls. Implementing RESTful APIs with…  ( 5 min )

Introduction If you've ever browsed AWS EC2 instance types and found yourself staring blankly at names like m5.large, c6g.xlarge, or r7a.2xlarge, you're not alone. At first glance, these names can feel cryptic—like trying to decode a secret code. But here's the good news: there's a method to the madness. Each part of an instance type name tells you something important about the underlying hardware, performance characteristics, and intended use case. In this blog post, we'll break down the structure of AWS instance type names and show you how to read them like a pro. Once you understand how to interpret each component, you'll be able to confidently choose the right instance for your workload—and maybe even impress your colleagues with your cloud fluency. Every AWS EC2 instance type name i…  ( 6 min )

Hello, Today, I took a lecture from freecodecamp.com's Full Stack JavaScript course and learned about memory management. When a variable is created, it retains its memory address. function createLargeArray() { let printArrayLength = createLargeArray(); This snippet demonstrates that although createLargeArray() can't be trashed, it is still closed, and the return access means that more memory is used than expected.  ( 3 min )

Microsoft 365 Business Standard is a robust enterprise-grade productivity suite designed to empower organizations with seamless collaboration, advanced security, and scalable cloud-based solutions. Here are 10 key strengths: Integrated Collaboration with Microsoft Teams – Teams provides a unified communication hub, enabling real-time messaging, video conferencing, and file sharing, all within a secure, encrypted environment with deep integration across the Microsoft ecosystem. Enterprise-Grade Email via Exchange Online – Leveraging Microsoft Exchange Online, the suite delivers professional business email with 50 GB mailbox storage, advanced threat protection, and compliance features to mitigate phishing and malware risks. Cloud-Based Productivity with Office Apps – Full access to premium w…  ( 5 min )

Harmony OS Next Common Issues in Flutter for HarmonyOS Detecting HarmonyOS Platform in Dart Code import 'package:flutter/foundation.dart'; bool isOhos() { return defaultTargetPlatform == TargetPlatform.ohos; } Avoid Using Platform.isOhos Problem: Platform.isOhos causes failures in: flutter run flutter build har flutter attach Example Code Causing Issues: if (Platform.isAndroid || Platform.isOhos) { print("test"); } Error Message: Solution: Platform.isOhos with defaultTargetPlatform == TargetPlatform.ohos Accessing Image Resources in Native HarmonyOS Code Problem: binding.getFlutterAssets().getAssetFilePathByName('xxxx') in HarmonyOS native code, image resources from Flutter cannot be loaded via Image(this.img). Solution: import { image } from '@kit.Im…  ( 3 min )

My Journey Exploring Efficient Web Development Frameworks Introducing Hyperlane: The Next-Gen Rust Web Framework Hyperlane is a high-performance, lightweight, and developer-friendly Rust Web framework. It is engineered for extreme speed, zero platform dependency, and a modern development experience. Hyperlane leverages Rust's safety and concurrency, providing blazing-fast HTTP services and robust real-time communication support. Performance Highlights: Stunning Benchmark Results wrk test (single-core): Hyperlane: QPS 120,000+ actix-web: QPS 90,000+ axum: QPS 80,000+ ab test (10,000 requests, 100 concurrency): Hyperlane: QPS 110,000+ actix-web: QPS 85,000+ axum: QPS 75,000+ For more details and quick start templates, visit the Hyperlane GitHub page. Peak Performance: Understated Power…  ( 6 min )

Prompt Array is a full-stack application developed without writing a single line of code—no scripting, no manual development—just AI tools and structured prompting. In a recent Enterprise DNA Learn session, founder Sam McKay walks through exactly how it was built using the latest AI-first development tools. This event is now available on demand through EDNA Learn, offering a step-by-step breakdown of the project. Prompt Array helps users: Create structured libraries of prompts Organize and reuse them across AI tools like ChatGPT, Claude, and more Improve productivity and reduce prompt-writing from scratch Built for makers, analysts, and everyday AI users, it serves as a central hub for managing high-performing prompts—designed to save time and maintain consistency. What the EDNA Learn Event Session Covers How promptable tasks replaced traditional code Which AI-native platforms were used to build both frontend and backend logic How Multi-Channel Prompting (MCP) supported smarter, layered outputs Practical techniques for transforming ideas into working products using only structured AI instructions This event provides a practical look at what that skill looks like in action—without the overwhelm. Try Prompt Array for yourself (free registration now open): https://www.promptarray.ai Whether you’re exploring no-code tools, improving your prompt strategy, or simply curious what AI-first dev looks like—you’ll find real value in both the walkthrough and the tool itself.  ( 3 min )

Pearl adalah bahasa skrip berbahasa Indonesia yang dirancang untuk membuat program otomatisasi dan logika secara lokal dan mudah dimengerti. Dalam artikel ini, kamu akan belajar berbagai fitur waktu di Pearl, termasuk: Melihat jam dan tanggal saat ini Membuat format waktu kustom Menghitung ambil komponen waktu Menjalankan hitung mundur otomatis waktu sekarang Bawaan akan menampilkan waktu lokal. Kamu juga bisa menentukan zona waktu: waktu sekarang WIB Format bawaan: waktu format tanggal waktu format jam waktu format iso Format kustom: waktu formatkustom "HH-BB-TTTT JJ:mm:dd" Keterangan: HH: Hari BB: Bulan -TTTT: Tahun JJ: Jam mm: Menit dd: Detik waktu ambil tahun waktu ambil bulan waktu ambil jam Kamu juga bisa simpan hasil ke varibel: waktu ambil menit ke :mnt: tampilkan :mnt: waktu hitungmundur 5s Akan menampilkan 5 4 3 2 1 Selesai! waktu hitungmundur 3s ke :status: lalu tampilkan :status: Hasil: 3 2 1 Selesai! waktu stempelwaktu Hasil berupa angka timestamp (jumlah milidetik sejak 1970). Fitur waktu dalam Pearl membuat bahasa ini cocok untuk: Otomatisasi berbasis waktu Reminder lokal Logika skrip sederhana Pearl masih dalam tahap pengembangan, tapi sudah cukup kuat untuk banyak kebutuhan scripting berbahasa Indonesia. --- Ingin coba? Kode sumber Pearl tersedia di GitHub dan kamu bisa menulis skrip .pearl lalu jalankan dengan: node index.js nama_filemu.pearl Ikuti atau follow untuk tutorial berikutnya tentang fungsi, pengulangan, dan kelas di Pearl.  ( 4 min )

As a third-year student immersed in the world of computer science, my days are consumed by the logic of code and the allure of algorithms. However, while the ocean of theory is vast, it's the crashing waves of practice that truly test the truth. After participating in several campus projects and contributing to some open-source communities, I've increasingly felt that choosing the right development framework is crucial for a project's success, development efficiency, and ultimately, the user experience. Recently, a web backend framework built on the Rust language, with its earth-shattering performance and unique design philosophy, completely overturned my understanding of "efficient" and "modern" web development. Today, as an explorer, combining my "ten-year veteran editor's" pickiness wit…  ( 10 min )

I keep writing about NULL problems, yet every day the news reminds me: NULL is still alive and kicking. TL;DR: Avoid NULL references that cause runtime crashes by using proper validation and null-safe patterns Runtime crashes Big incidents and outages Unpredictable behavior Hard debugging User frustration System instability Poor reliability In Google Cloud case: Poor error handling: The code crashed instead of gracefully handling null data No feature flags: New code wasn't gradually rolled out with safety controls Instant global replication: Bad data spreads worldwide immediately like in Crowdstrike Incident No randomized backoff: Recovery caused infrastructure overload Inadequate testing: The failure scenario was never tested during deployment Avoid nulls Use null checks if nulls are …  ( 23 min )

I have recently passed the Hashicorp Terraform Associate Exam. To help prepare for this exam, I supplemented my existing knowledge base with fantastic course from HashiCorp Certified: Terraform Associate - Hands-On Labs by: Bryan Krausen. The course has dozens of labs that help re-enforce the concepts and are a practical way to get experience and knowledge with Terraform. As for the exam itself, I was able to breeze through it with plenty of time to spare. The exam tests for: Infrastructure as code core concepts Terraform workflow (Write, Plan, Apply) State management techniques Module usage and development Terraform Cloud and Enterprise features At the end of the exam, I received the passing screen. Two days later I received my Credly badge and certification. I am continuing to use Terraform on all my AWS projects to further sharpen my skills.  ( 3 min )

https://aws.amazon.com/startups/events/from-open-source-to-saas-turning-ai-innovation-into-scalable-products  ( 2 min )

LeetCode 2966 | Medium | Greedy + Sorting You are given: An integer array nums of size n (where n is a multiple of 3) A positive integer k Your task is to divide nums into n / 3 arrays of size 3, such that in each group, the difference between the maximum and minimum elements is at most k. Return: A valid 2D array of groups if possible. Otherwise, return an empty array []. Multiple valid answers are allowed. We need to split the array into triplets where max difference ≤ k. The optimal approach is: Sort the array: close values come together. Greedily pick every 3 consecutive elements. If the difference between the 1st and 3rd in any triplet exceeds k, it's invalid. This ensures we get the smallest difference across every triplet and maximizes the chance of valid grouping. class Solution…  ( 5 min )

The Serverless Paradox: How Hybrid Architectures and AI/ML are Taming Cold Starts and Vendor Lock-in Serverless computing has emerged as a transformative paradigm in modern application development, promising unparalleled agility, scalability, and cost efficiency. By abstracting away the complexities of infrastructure management, serverless allows developers to focus purely on writing code, with cloud providers dynamically managing resource allocation and scaling. However, this revolutionary approach isn't without its inherent challenges, often referred to as the "Serverless Paradox." Two prominent issues persistently faced by serverless architectures are cold start latency and the risk of vendor lock-in. Cold start latency refers to the delay experienced when a serverless function is inv…  ( 8 min )

Dari Ngoding Sampai Ngopi: Jurus Ampuh Software Engineer Jaga Waras! Kerjaan jadi Software Engineer itu emang seru, tapi jujur aja, kadang bikin kepala berasap. Deadline ngejar, bug nggak kelar-kelar, meeting nggak penting, dan notifikasi Slack yang nggak berhenti. Belum lagi kalo pas lagi fokus ngoding, tiba-tiba disuruh urgent benerin production. Alhasil, kopi jadi sahabat setia dan tidur jadi barang mewah. Tapi, apa iya kita harus terus-terusan kayak gini? Tentu nggak, dong! Gua bakal bagiin jurus ampuh biar lu tetep waras, produktif, dan nggak burnout di tengah kerasnya dunia per-ngoding-an. Dulu, gua pernah ada di fase burnout parah. Kerja dari pagi buta sampe ketemu pagi lagi, weekend pun masih ngoding. Gua pikir, makin banyak jam kerja makin bagus. Eh, ternyata malah sebaliknya. G…  ( 4 min )

By offering transparent tooling and clear implementation examples, OpenAI is pushing agentic systems out of the lab and into everyday use.  ( 8 min )

Announcing the finalists for the 2025 women in AI awards.  ( 7 min )

Choosing orchestration frameworks can be overwhelming, but some experts believe there are best practices to follow to find success.  ( 6 min )

SportsVisio has raised $3.2 million to put the power of advanced AI into the hands of every athlete, coach, and fan.  ( 5 min )

According to the Telegram founder, France’s political leaders continue to make poor choices regarding censorship.

Justice Department officials did not go into great detail regarding the investment scam, but said that more than 400 suspected victims had lost millions of dollars.

The fundraising comes as the company faces declining revenue and seeks to expand in the US to hedge against potential trade tensions.

Officials reported that scammers had used crypto to pay for fake digital asset investment ads on social media platforms, leading to more than $1 million in losses for victims.

The “ancient” Bitcoin cohort is growing faster than the amount of new coins mined, and with institutional flows accelerating, the path to $1 million BTC is starting to take shape.

Ethereum staking yields are falling as yield-bearing stablecoins and DeFi protocols offer more competitive returns. Can ETH regain the upper hand in the yield wars?

China has been looking to challenge the US dollar’s reserve status and wants to expand the digital yuan’s reach to include domestic and international payments.

The move will lower collateral requirements to access leverage for crypto trading due to the relatively stable value of US government debt.

Bitcoin sell pressure ramps up as traders anticipate today’s FOMC results. Could BTC price fall to $100,000?

The initial purchase of more than 187 BTC was part of a larger strategy to “substantially increase its Bitcoin holdings,” according to Prenetics.

Polygon co-founder Jordi Baylini continues to serve Polygon in an advisory capacity.

Co-founder and new CEO Sandeep Nailwal opens up about dissolving Polygon’s board, closing zkEVM and why claiming sole leadership is the network’s best shot at relevance.

Blockchain has already played a role in protecting consumers against food fraud, but there are lessons to be learned before it starts to truly pay off.

Despite a relentless campaign from institutional powerbrokers like Senator Elizabeth Warren, the US Senate advanced the GENIUS Act, marking a watershed moment for stablecoin regulation and exposing the limits of establishment resistance.

Trump offers light relief for Bitcoin price action while calling Fed Chair Jerome Powell a "stupid person" with interest-rate cut hopes absent.

A fake post from the Paraguayan president’s X account claimed Bitcoin was now legal tender, triggering a sharp 4% price spike.

USDC, a US dollar-pegged stablecoin by Circle and Coinbase, is set to become a collateral for US futures trading as part of a joint effort by Coinbase Derivatives and Nodal Clear.

The US Senate voted to pass the GENIUS Act, a bill regulating stablecoins, but observers believe lawmakers may have ignored stability concerns in Treasury markets.

As Pi Network prepares for its June 28 mainnet migration, several users are facing KYC failures and wallet errors, raising concerns about the platform’s readiness for open blockchain adoption.

Norwegian crypto broker K33 is raising at least 85 million Swedish krona ($8.9 million) through a share issue for its plan to purchase up to 1,000 Bitcoin for its treasury.

Telegram mini-games reached a zenith in 2024, but the TON blockchain still averages over 2.1 million active wallets.

3iQ’s new XRP ETF, backed by Ripple, begins trading on the Toronto Stock Exchange with zero management fees for the first six months.

The GENIUS Act is one step closer to becoming law in a development that may make stablecoin issuers key players in the US economy.

Bullish fractals from 2017 suggest XRP could rally toward $3.70–$10, with some projections pointing to a breakout as high as $25 or more.

In the past two days, ARK has offloaded a total of 642,766 Circle shares, accounting for 14% of its 4.49 million CRCL purchase made during the company’s public launch.

Bitmain, Canaan and MicroBT — producing over 99% of global Bitcoin mining ASICs — are launching US-based production units in response to tariffs.

The Blockchain Group has acquired another $20 million in Bitcoin, lifting its total holdings to 1,653 BTC and posting a 1,173% BTC yield in 2025.

Bitcoin price hovers around $105,000 on June 18 and shows staying power as BTC’s chance of falling to $100,000 appears to be decreasing, new analysis suggests.

JD.com plans to apply for stablecoin licenses in major countries, aiming to slash cross-border payment costs by 90% and settle in 10 seconds.

The Iranian crypto exchange’s wallets were exploited for at least $73 million as attackers used vanity addresses for the theft.

AgriFORCE says it launched a site that uses stranded gas to power 120 Bitcoin mining rigs and will expand to two additional sites in Canada.

The crypto market dropped after US President Donald Trump said he knows where Iran’s leader is hiding and that he is an “easy target.”

Spokane City Council has banned crypto ATMs to curb rising scams, giving operators 60 days to remove machines amid concerns over fraud and vulnerable residents.

The Archetyp dark web market had over 600,000 users, a total transaction volume of at least $287 million and over 17,000 listings, mainly offering drugs for sale.

DDC Enterprise and Fold Holdings have confirmed raises worth a total of $778 million as a biotech firm said it would raise $50 million to add HYPE as a treasury asset.

BBVA is advising affluent clients to allocate up to 7% of their portfolios to crypto just months after it received permission to offer crypto trading.

Bitfinex analysts say Bitcoin’s current market conditions signal the asset “reversing course shortly after aggressive selling.”

Meta Pool says an early detection system discovered the exploit, allowing it to pause the affected smart contract and prevent further losses.

Three JPMorgan executives met with the SEC’s Crypto Task Force to discuss which capital markets instruments could move onchain and how to best navigate the change.

PHP loops help you repeat a block of code based on a condition. You can use them to work through arrays or repeat actions. You can also use them to skip steps based on logic. In this article, you will learn how PHP loops work and when to use each  ( 11 min )

When I was beginning to learn about networks, I didn't know how many things in my daily life depended on them – from texting on WhatsApp to watching YouTube. I still vividly remember when I learned that computers communicate with one another. It was ...  ( 46 min )

DeFi protocols are expanding into tokenized real-world assets, with crypto-native asset managers playing a key role in capital allocation and governance, according to a new report.  ( 28 min )

Sui dropped nearly 4% after an intraday rally failed near $2.82, with 24-hour volume jumping 11% above the 30-day average during volatile trading.  ( 28 min )

It takes a STABLE GENIUS to anoint 55 regulators for stablecoins, says James J. Angel, finance professor at Georgetown University’s McDonough School of Business.  ( 32 min )

UNI posted seven weekly gains in eight weeks, reversing its 2025 downtrend with a 70% rally from April lows and forming a V-shaped recovery pattern this week.  ( 28 min )

Bitcoin price was little changed and traded just above $104,000 as policymakers expect stickier inflation and slower growth.  ( 25 min )

With Coinbase Payments, the company said it aims to offer fast, global USDC transactions for merchants without needing blockchain expertise.  ( 25 min )

The U.K.'s incoming rules will be on the more restrictive end, said David Bailey, the executive director of prudential policy at the Bank of England.  ( 26 min )

From a technical perspective, LTC's price action showed resilience, with support solidifying in the $83.48-$83.57 range.  ( 27 min )

BNB is struggling to break above a resistance level of $654, with price swings driven by global unease due to the ongoing conflict between Israel and Iran.  ( 28 min )

The next phase of real-world asset tokenization will go beyond stablecoins, targeting private markets and illiquid assets, the report said.  ( 26 min )

Also: Optalysys: New Server for Blockchains, and Ink Foundation Plans Token Airdrop.  ( 29 min )

BTCD developer Elastos' aim is to create a digital version of the Bretton Woods system, with BTC at its core rather than gold.  ( 25 min )

The introduction of tokenized reinsurance signals how far RWAs have progressed, says OnRe's Dan Roberts, allowing capital allocators broader access, greater transparency and potentially more resilient returns.  ( 28 min )

The choice of leading women in AI and blockchain demonstrates the need for technologies and genders to work together, says Julia Bonafede, a judge for this year’s list of amazing women.  ( 32 min )

The token is down 1.4% in the last 24 hours.  ( 27 min )

A potential double bottom pattern has formed with improving momentum, suggesting the possibility of a recovery.  ( 27 min )

The move is expected to mark the first time a stablecoin is accepted as collateral for margined futures in the U.S.  ( 25 min )

The cryptocurrency shows short-term signs of stabilization after a V-shaped recovery pattern emerged.  ( 27 min )

Compute Labs’ tokens offer fractionalized ownership of industrial-grade NVIDIA H200 GPUs, which would retail at around $30,000 for a single unit.  ( 28 min )

Despite price volatility, NEAR's growing user base of 46 million shows adoption beyond speculation.  ( 27 min )

Stablecoins could find uses beyond that of a crypto trading pair after the U.S. Senate passed the GENIUS Act, the report said.  ( 26 min )

Despite market turbulence from Israel-Iran conflict, ETH shows resilience with accumulation patterns suggesting potential upward momentum.  ( 27 min )

Tokenized real-world assets such as U.S. Treasuries are being increasingly used as collateral on crypto trading venues.  ( 26 min )

Prenetics purchased 187.42 BTC at an average price of $106,712 per Bitcoin via a Kraken custody account.  ( 23 min )

Litecoin (LTC) fell 0.4% from Tuesday.  ( 22 min )

A failure to hold the recent strong support of the 50-day SMA could invite stronger selling pressure.  ( 27 min )

The new XRP fund will trade under the XRPQ ticker.  ( 26 min )

Your day-ahead look for June 18, 2025  ( 40 min )

In a flat market, where most tokens promise the moon and deliver a tweet, USELESS has found its niche: no promises, no pretenses — just a meme that’s worth tens of millions.  ( 28 min )

While investors of all kinds widely prefer DCA, new research shows that since 2023, it has underperformed a structured product called an "accumulator."  ( 28 min )

The logic behind this assertion is straightforward and simple, says OP Labs head of product Sam McIngvale.  ( 28 min )

The bank's head of blockchain solutions Philippe Meyer told the DigiAssets conference in London that it started advising on bitcoin in September last year  ( 25 min )

The company says it achieved a 1,173% BTC yield this year as it accumulates more bitcoin.  ( 25 min )

The anti-Iran group targeted state-owned Bank Sepah a day prior, and now threatens to leak Nobitex’s source code, calling the platform a "terror-financing tool" used to bypass sanctions.  ( 28 min )

The GENIUS Act is seen as a major win for stablecoin issuers like Circle and the crypto industry at large.  ( 25 min )

Participants in the protocol will be eligible for INK airdrops, with further details to be announced. However, INK enters a crowded market where most new tokens, even those with venture backing and protocol traction, tend to trend downward after launch.  ( 28 min )

The long-short ratio in the perpetual futures market has fallen to 0.9298, indicating bearish sentiment among traders.  ( 26 min )

The Federal Reserve is expected to keep interest rates unchanged, with a decision announcement scheduled for Wednesday at 2 p.m. EDT.  ( 26 min )

The dog-themed mememcoin drops to two-week low as geopolitical tensions and macroeconomic pressures roil crypto markets.  ( 28 min )

Fresh policy moves on stablecoins and bitcoin's long-term holder activity are signs for some traders to remain mid-term bullish.  ( 28 min )

The Ripple-related token tumbles amid mounting bearish sentiment and critical resistance at $2.20.  ( 28 min )

"Every action is powered by ether," Etherealize's founder, Vivek Raman, argues as institutional adoption of Ethereum accelerates amid the stablecoin boom.  ( 30 min )

Discover how custodians can achieve ultra-fast, MEV-protected crypto trade execution using enterprise-grade blockchain infrastructure. Learn the architecture, risks, and solutions that power secure, real-time digital asset trading at scale.  ( 16 min )

A new paper from OpenAI released today has shown why a little bit of bad training can make AI models go rogue but also demonstrates that this problem is generally pretty easy to fix.  Back in February, a group of researchers discovered that fine-tuning an AI model (in their case, OpenAI’s GPT-4o) by training it…  ( 21 min )

Ready for a fresh set of puzzles? Click here for the July/August 2025 Puzzle Corner, brought to you by guest editor Ed Faulkner ’03. Send problems, solutions (by August 1), and comments to puzzlecorner@technologyreview.com. Editor emeritus Allan Gottlieb ’67 launched Puzzle Corner in 1966. Find back issues through 2022 at cs.nyu.edu/~gottlieb/tr and more recent back issues at technologyreview.com/puzzle-corner.  ( 15 min )

Ready for a fresh set of puzzles? Click here for the September/October 2024 Puzzle Corner, brought to you by guest editor Edward Faulkner ’03.  ( 15 min )

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Why it’s so hard to stop tech-facilitated abuse After Gioia had her first child with her then husband, he installed baby monitors throughout their home—to “watch what we were doing,” she says, while…  ( 22 min )

After Gioia had her first child with her then husband, he installed baby monitors throughout their Massachusetts home—to “watch what we were doing,” she says, while he went to work. She’d turn them off; he’d get angry. By the time their third child turned seven, Gioia and her husband had divorced, but he still found…  ( 38 min )

When OpenAI acquired Io to create “the coolest piece of tech that the world will have ever seen,” it confirmed what industry experts have long been saying: Hardware is the new frontier for AI. AI will no longer just be an abstract thing in the cloud far away. It’s coming for our homes, our rooms,…  ( 23 min )

Maybank’s online services, including their dedicated MAE app which supports QR Payments are currently experiencing service downtime. Maybank’s Business banking services under the M2U BIZ app are also currently not accessible. A notice was posted on Maybank’s social media channels at around 9.07PM confirming the outage, which is believed to have started at least half […] The post Maybank MAE, QR Payments & M2U Biz Currently Experiencing Unscheduled Outage appeared first on Lowyat.NET.  ( 33 min )

YouTuber Bringus Studios got their hands on an early Steam Deck Prototype and recently posted a video showing themselves talking about its build quality and disassembling it to get to its lovely innards. The kicker to this video, though, is that the console isn’t even his to begin with. The Steam Deck Prototype – engineering […] The post YouTuber Disassembles US$3,000 Steam Deck Prototype appeared first on Lowyat.NET.  ( 35 min )

Hyundai Motor Company has released the first teaser images of the all-new Ioniq 6 N ahead of its unveiling at the Goodwood Festival of Speed that is bound to happen from 10 to 13 July 2025. The 6 N is the second zero emission car form the South Korea automaker which is based on the […] The post Hyundai Teased The Ioniq 6 N Ahead Of Goodwood Festival Of Speed appeared first on Lowyat.NET.  ( 34 min )

Another day brings another teaser for the Nothing Phone (3), which is set to launch on 1 July. This time, though, rather than leaving cryptic hints, the company has decided to reveal an important piece of information about the smartphone. Specifically, Nothing has confirmed that the device is powered by a Qualcomm Snapdragon 8s Gen […] The post Nothing Confirms Phone (3) Chipset Ahead Of Launch appeared first on Lowyat.NET.  ( 34 min )

Back in 2021, the OnePlus 9 series was launched with the Hasselblad branding at the back, and it seemed like a constant ever since. But there is a slight chance that this may change with the brand’s next flagship, which may also end up being called the OnePlus 15 to avoid the number four. To […] The post OnePlus 15 May Drop Hasselblad For Independent Imaging Brand appeared first on Lowyat.NET.  ( 34 min )

Alongside the new MatePad Pro 12.2 2025, Huawei Malaysia also launched the new FreeBuds 6 open-fit wireless earbuds. It brings notable improvements over its predecessor, from featuring a new design and ergonomics to upgraded audio and smart call features. The Huawei FreeBuds 6 adopts a droplet-inspired design with a stem that is 12% smaller than […] The post Huawei FreeBuds 6 Launches In Malaysia; Priced At RM699 appeared first on Lowyat.NET.  ( 35 min )

Huawei Malaysia today has officially launched the MatePad Pro 12.2” (2025), its latest flagship tablet designed for those seeking a PC-like experience in a more portable form. Built to handle productivity and creativity tasks on the go, it integrates powerful hardware, smart accessories and advanced software to offer an all-in-one device that bridges the gap […] The post Huawei Launches MatePad Pro 12.2 (2025) In Malaysia; Priced At RM3,599 appeared first on Lowyat.NET.  ( 37 min )

Nissan has finally revealed the third generation Leaf after unveiling the car back in March 2025 and giving yet another sneak peak of it through a three-part short video earlier this month. After seeing parts of the EV here and there, let us see what the car has to really offer. Starting with the design, […] The post Nissan Finally Unveils All-New Third-Generation Leaf appeared first on Lowyat.NET.  ( 36 min )

THS, the developer of the upscaling technology, Lossless Scaling, recently released what is being described as a “major update” for the upscaling tool. The new update, officially known LSFG 3.1, offer a new mode known as “Performance Mode”. As per the update on THS’ Steam page: The new mode provides up to 2× GPU load […] The post New Lossless Scaling 3.1 Update Offers 2x GPU Load Reduction appeared first on Lowyat.NET.  ( 34 min )

TNG Digital has officially launched the TNG Digital Business Account, which is designed to help micro, small, and medium enterprises (MSMEs) and gig workers to manage their operations. The launch took place at the Hilton Petaling Jaya today and was officiated by Deputy Minister of Domestic Trade and Cost of Living YB Senator Dr. Hajah […] The post TNG Digital Launches Business Account For MSMEs And Gig Workers appeared first on Lowyat.NET.  ( 35 min )

When you see a new announcement by Kaspersky, you probably expect to see either a new anti-virus or internet security software package, or reports of vulnerabilities cybercriminals have been using. An eSIM Store is probably the last thing anyone expected, and yet here we are, with the Russian brand unveiling just that. As the name […] The post Kaspersky Unveils eSIM Store With Plans From Around The World appeared first on Lowyat.NET.  ( 34 min )

The South Korean automaker Hyundai has officially established Hyundai Motor Malaysia (HMY), signifying its direct entry into the Malaysian market. With this transition, Sime Darby Motors will cease to be the brand’s official distributor in the country. Moving forward, HMY will oversee all aspects of the brand’s operations, including marketing, sales, and customer service. As […] The post Hyundai Establishes Official Malaysia Presence; To Debut 3 New Models appeared first on Lowyat.NET.  ( 35 min )

When the POCO F7 series was first launched back in March, the range was revealed to only consist of the Pro and Ultra models. Then rumours of the base model launching in May started circulating. Things have clearly not panned out the way the rumours said they would, but the brand’s official social media channel […] The post POCO F7 Locks In 24 June Launch Date appeared first on Lowyat.NET.  ( 34 min )

Sarah Bond, Xbox President, just confirmed that Microsoft and AMD have entered into a long-term partnership, and that both companies will co-engineer silicon across a “portfolio of devices” that also includes future Xbox consoles. Bond’s statement clearly means that the partnership will see Microsoft and AMD investing in the development of consoles, handhelds, PC, cloud, […] The post Microsoft Xbox Announces Strategic Partnership With AMD For Future Xbox Hardware appeared first on Lowyat.NET.  ( 35 min )

AEON Credit Service (M) Berhad yesterday has officially launched the country’s first credit cards dedicated to motorcycle users, which includes the AEON Biker Gold Visa and AEON Biker Infinite Visa. Developed in collaboration with Visa, both are designed to cater specifically to the lifestyle and financial needs of bikers in Malaysia, which make up nearly […] The post AEON Credit Launches Malaysia’s First Visa Cards For Motorcyclists appeared first on Lowyat.NET.  ( 35 min )

Razer updated its productivity-focused mouse with the Pro Click V2, which comes in conventional and the more ergonomic vertical form factors. We were sent both for review, but today we’ll be looking at the conventional option of the two. That being said, there’s only so much of a mouse that can be tested when it […] The post Razer Pro Click V2 Lightning Review: We Almost Clicked appeared first on Lowyat.NET.  ( 39 min )

Samsung has revealed that it is planning to create a new health hub that will allow users to share information from their wearables directly with their doctors. This new hub will also serve to aid users in following the advice given to them by their healthcare providers. During appointments, doctors tend to share recommendations or […] The post Samsung Is Developing A Health Hub For Sharing Data With Doctors appeared first on Lowyat.NET.  ( 35 min )

If you're working on personal projects or between jobs, you're probably looking for ways to stay productive without adding another monthly subscription. ChatGPT Plus can be helpful, but at $20/month, it’s not always easy to justify—especially if you're only using it for occasional coding tasks. Many developers in this situation turn to free ChatGPT alternatives to help with code generation, refactoring, debugging, and documentation. The challenge is finding tools that are actually useful for software development, not just general-purpose chatbots. In this guide, I’ve tested and compared the top free ChatGPT alternatives using real-world programming tasks. Whether you're building a portfolio project, contributing to open source, or learning new skills, these tools can help without the subsc…  ( 7 min )

Model Mondays is a weekly series that combines a 30-minute livestream (Monday at 1:30pm ET) with a 30-minute AMA (Fridays at 1:30pm ET) to build your AI model IQ. 5-min Highlights - recaps the top 5 news items from last week 15-min Spotlights - a deep-dive with a subject matter expert 30-min AMAs - open-ended discussion, Q&A with the expert This week we put the spotlight on Advanced Reasoning with subject matter expert Marlene Mhangami - and covered the top 5 model-related news from Azure AI Foundry - in our #ModelMondays livestream. Browse the slides below - then join us Friday for Q&A with Marlene: 👉🏽👉🏽 Register for the AMA on our Azure AI Foundry Discord Post Your Questions on our Discussion Forum Want to get a sense for what Reasoning models are, what advanced reasoning cove…  ( 4 min )

In ITConnect, companies aren’t just passive observers — they actively post jobs and look for talent. To support their workflow, we built a dedicated Company Dashboard designed for simplicity, control, and speed. Here’s what we focused on during its development: Key Features of the Company Dashboard Add New Job Postings Manage Existing Jobs View Applicants for Each Job Technical Implementation Built with PHP and MySQL Each job is tied to a company’s unique ID in the database Secure job posting forms with input validation Session-based access control to ensure companies see only their own data Lessons Learned Structuring database relationships is key for efficient application tracking CV files must be easy to access, but protected from unauthorized viewing Keeping the interface simple helps employers stay focused on recruitment The Company Dashboard is designed to be more than just a feature — it’s a daily workspace for companies hiring in tech. We're actively improving it to support more complex needs as the platform evolves.  ( 3 min )

At ITConnect, job seekers are at the heart of the platform. Our goal has always been to give them a clear, functional space where they can manage their profile, apply for jobs, and grow professionally — all from one place. That’s why we built the Worker Dashboard, a secure and focused panel for users with the “worker” role. What Users Can Do in the Dashboard Upload Their CV Add Education and Background Info Apply for Jobs Role-Based Access Control Technical Stack Behind It PHP + MySQL – backend logic and data storage Session handling – to identify logged-in users and enforce access rules Form validation & file upload security – for safe input handling HTML + CSS – for a clean, accessible user interface Key Lessons Learned CV Uploading: Requires strong validation (file size, format, naming) Application Logic: Needs checks to avoid duplicates or spam Access Control: Must be enforced at both front-end and back-end levels The worker dashboard is more than just a user panel — it’s a personalized space where real opportunities begin. We’re continuing to improve the experience based on user feedback and usage data.  ( 3 min )

Web siteleri, çevrimiçi işletmelerin başarısı için kritik öneme sahip. Ancak, yavaş yükleme süreleri kullanıcı deneyimini olumsuz yönde etkileyebilir ve potansiyel müşterileri kaçırmanıza neden olabilir. Bu nedenle, web performansını optimize etmek ve yükleme sürelerini azaltmak, çevrimiçi varlığınızın başarısında hayati bir rol oynar. Bu blog yazısında, web sitenizin performansını artırmak için uygulayabileceğiniz çeşitli stratejiler ve teknikler ele alınacaktır. Günümüzde, kullanıcıların dikkat süreleri kısadır ve web sitelerinin hızlı yüklenmesini beklerler. Yavaş yükleme süreleri, yalnızca kullanıcı deneyimini olumsuz yönde etkilemekle kalmaz, aynı zamanda arama motoru sıralamalarınızı da olumsuz etkileyebilir. Google ve diğer arama motorları, web sitelerinin hızını önemli bir sıralama…  ( 6 min )

Falling Into the CSS Rabbit Hole (Yes Again), Cleaning Up EC Links, and Planning Visual Improvements Today didn’t go quite as planned, but I still managed to check off a few important tasks. Yet Again, Stuck in CSS Tweaks Most of my time was unsurprisingly eaten up by CSS. I got caught up in adjusting the finer details of the design and before I knew it, hours had passed. It’s easy to fall into that CSS rabbit hole, but there’s something satisfying about refining the look and feel. Even small improvements can make the whole site feel more polished. Cleaning Up EC Links I took some time to clean up and reorganize the multiple EC links I had scattered across the site. It’s still a work in progress, but I’ve started creating a more consistent and intuitive user flow. Better structure means less confusion for the user, and that’s a win. Added New Pages from the Footer I created placeholder pages linked from the footer. There's no real content yet, but having the basic structure in place is a helpful step toward shaping the full site architecture. Sometimes, just laying the foundation helps bring clarity to what comes next. Next Up: Visual Improvements Right now, aside from the hero section, the site is pretty bare when it comes to images. To boost visual appeal, I’m planning to add more photographs and graphics. I’ll be experimenting with placement using the Z-pattern layout, which helps guide the viewer’s attention more naturally across the page. In Summary It wasn’t the most productive day in terms of raw output, but I did a lot of thinking and groundwork. Progress is progress—even when it feels slow. If you’re in the middle of building something too, hang in there. It’s all part of the process. Date: June 17, 2025 tags: portfolio, webdev, copywriting, ux, learning  ( 3 min )

After weeks of planning and designing, we finally made the big move — we started building ITConnect, our platform aiming to connect job seekers with companies in the tech world. We began by translating our interface from Figma into real, working code. But as anyone who has gone through this process knows, the transition from design to development comes with a whole new set of decisions and challenges. Week 1: Setting the Technical Foundation Creating the initial project layout Designing the navigation, footer, and main page sections Building a login system that supports two user types: companies and job seekers Setting up a database with key tables (users, companies, jobs, projects...) Implementing a file upload system for CVs and profile images Our Team & Workflow Erzana – backend logic and database structure Sumea – frontend development, bringing the Figma design to life Isme – authentication and platform security We collaborate daily using: GitHub for version control Discord for communication phpMyAdmin for managing the database Early Challenges & Lessons Learned Handling multiple user roles in a shared login system Securing access to pages based on user type Validating user input and profile data Safely storing uploaded files These problems helped us grow technically and work better as a team. What’s Coming Next? Building a company dashboard to manage job listings and applications Creating a worker dashboard for profiles and CV management Adding a section for freelance project applications Integrating a calendar feature for interviews and meetings We’re excited to keep sharing our progress and the lessons we’re learning along the way!  ( 3 min )

After carefully completing our project design in Figma, we thought the hardest part was behind us. But as soon as it was time to turn the design into a working product, we faced an unexpected challenge: We weren’t sure which technical direction to take. Each of us had different ideas. Some preferred a simpler and more straightforward approach, while others suggested a more modern and flexible solution. We spent time discussing, weighing the pros and cons of each option. What we learned is that this phase of the project requires not just technical knowledge, but also teamwork, compromise, and a shared vision of what we’re trying to build. In the end, we made a decision that felt right for us—as a team and for the goals of the project. In the next post, we’ll share more about the implementation process and the lessons we learned along the way.  ( 3 min )

At 8 PM, I was plating the second-to-last course of a wine dinner for 70 guests. At 3 AM, I was spinning up virtual machines and tearing apart old laptops. I’ve been cooking for as long as I can remember. When real life hit, I jumped straight into the kitchen — and almost never looked back. I tried a few other jobs here and there, but nothing ever really stuck. They paid the bills, sure, but they didn’t interest me. Cooking, though? I had the skills. I could make decent money doing it, and I loved it — so dealing with the chaos and the long hours felt worth it. But somewhere in the middle of all that, something shifted. I’d had a few conversations about IT over the years. My father-in-law teaches it and manages one of the server rooms at Promedica Hospital. Naturally, he likes to talk shop…  ( 7 min )

How we turned our idea into an interactive and intuitive user experience. When we started building ITConnect, we didn’t just want a platform that works. And that’s where design comes in. From Idea to Interface How can a student quickly find a job or a freelance project? The Home Page: The First Impression At the top, we placed a Hero Section with: A bold statement of our mission Testimonials from students who’ve found work and companies who’ve found talent — real success stories that build trust. Two large cards/buttons: Company Dashboard — Smart, Searchable, Simple A search bar with filters by skills, location, experience, and programming languages A profile page that includes: “Recommended for You” section — suggestions based on activity and profile Collaborate in real-time, no matter where we were What’s Next? But Figma isn’t done yet — as we grow, we’ll keep testing, adjusting, and iterating our UI based on real user feedback. Written by the ITConnect Team Erzana Muharremi | Sumea Peci | Isme Kastrati  ( 4 min )

A student-driven project aiming to bridge the gap between young IT professionals and the companies that need them. Technology is not just code and algorithms. It’s opportunity. It’s connection. This is our idea. And this is our story. Why did we decide to create this platform? At the same time, companies are looking for talent — developers, designers, network engineers — but often don’t know where to find them easily. So, we asked ourselves: What if there was a simple, smart platform that connects both sides efficiently? What is ITConnect? IT talents (students, junior devs, freelancers) can build profiles, apply for jobs or projects, and grow their careers And we’re proud to say: this is being built by three Albanian students, from the ground up.  ( 3 min )

Disclaimer Este texto foi inicialmente concebido pela IA Generativa em função da transcrição de uma live do Dev Eficiente. Se preferir acompanhar por vídeo, é só dar o play. Introdução No desenvolvimento de software atual, as ferramentas de LLM (Large Language Models) estão se tornando cada vez mais importantes para acelerar a produtividade. Mas como usar essas ferramentas de forma eficaz sem perder o controle sobre a qualidade do código? Neste post, vou compartilhar meu fluxo prático de desenvolvimento usando Claude Code para implementar um serviço de e-mails. O desafio proposto foi implementar um serviço de e-mails que expõe uma API HTTP para enviar e-mails. O sistema deve escolher automaticamente o provedor de e-mail baseado na configuração do cliente e respeitar prior…  ( 6 min )

在发布我们的 SDK 时，一个时常需要考虑的问题：我们的新版本 SDK 应该支持哪些“版本”？ 这里的“版本”指代很多的东西，比如： 哪些型号的硬件，如 Intel vs Apple M 或者有没有 LiDAR 和 GPS 的设备 最低的可以用于开发的 macOS 版本 最低的可部署的 iOS 版本 最低可用于开发的 Swift 编译器以及 Swift API 对应的版本，如 4.3，5.0，6.0 等等 …… 作为苹果开发者很幸运：苹果公司和 macOS 已经尽量流线化整条产品线，作为苹果开发者毋需过多关注产品的兼容性——想想过去的 Windows 开发者要一直后向兼容到 Windows95，或者 Android 开发者不仅要兼容到 Android 4.0 还要在各种奇形怪状、性能高低的设备上测试，就庆幸自己手上的活儿已经足够简单；但发布时需要考虑的版本矩阵、排列组合，倒也并非一目了然。 苹果官方文档在这个页面上列出了对应的版本匹配，以方便专业开发者更好地厘清版本号的关联：https://developer.apple.com/support/xcode/ 对于我们 SDK 而言，大体上的策略是每年 iOS 升级为版本 n，则兼容 n, n - 1, n - 2 三个版本。而 Xcode 基本目前也是一年一个大版本号，我们也就秉承着“新的 major 版本 Xcode n.0 发布后的我们 SDK 的第一次更新，升级至要求当前 Xcode n.0 大版本”这样的策略。 这几乎已经足够简单明了，但还是有个小的不足—— 由于 Xcode 每年发布一个 major 大版本后 (Xcode 16.0)，通常有四到五次 minor 小版本的更新 (Xcode 16.1 - Xcode 16.4)，这就要求我们随时跟进 Xcode 更新，确保新的工具链依旧能开发、编译 SDK。同时，还要确保支持的最低版本 Xcode，不会因为 SDK 误用新引入的功能，而无法依赖引用它。因此，团队里几乎每一个开发者，都要安装至少三个版本的 Xcode： Minimum requirement version, e.g., Xcode 16.0 (16A242d) Current released version, e.g. Xcode 16.3 (16E140) Next beta version, e.g., Xcode 16.4 Beta (16F1t) (Before WWDC) or Xcode 26.0 Beta (17A5241e) (after WWDC) 有时，因为切换 Xcode 版本失误，会有不兼容的 API 符号溜进代码里面。好在有重重把关，总有人能在发布前测试发现这样的问题，确保发布的 SDK 不会在某些我们号称支持的版本上不能用。 然而，还是有点儿后怕——如果版本号的问题从 SDE 和 DevOps 眼皮底下都溜过去，最终被用户碰到，也算事故了。除了给每一台部署和测试的机器都装上三个版本的 Xcode，留一堆各种版本 iOS 的测试机以外，还能有什么更好更灵活的办法，来质检版本号呢？🤔  ( 3 min )

The latest App Store Connect updates represent a significant evolution in how development teams can manage app distribution, enhance discoverability, and communicate value propositions to users. These enhancements address long-standing pain points while introducing sophisticated new capabilities that warrant careful consideration in development workflows. The introduction of build uploads via the App Store Connect API fundamentally changes CI/CD pipeline architecture. This capability enables seamless integration with existing DevOps tools, allowing teams to programmatically manage the entire build delivery process without manual intervention through Xcode or Transporter. The enhanced build visibility system addresses a critical operational need. Previously, failed builds would disappear fr…  ( 6 min )

I've been struggling with writing for the past couple of years, but I finally got back into the habit expressly because of the absolute horde of "I made 100K in a week" vibe coded apps I see on every feed. Of course, I'm sure most folks here know that's a myth, but that doesn't mean vibe coding can't be useful. Give it a read and let me know what you think! https://substack.com/@k41r0n/p-165192882  ( 3 min )

Securing Your GitOps Pipeline: A Practical Guide to DevSecOps Integration The modern cloud-native landscape demands not just speed and agility but also an unyielding commitment to security. As organizations increasingly adopt GitOps for managing their infrastructure and applications, the critical intersection with DevSecOps becomes paramount. While GitOps inherently offers a robust foundation for secure deployments, explicit DevSecOps practices are essential to fully leverage these advantages and mitigate evolving risks. This article provides actionable insights for engineers and organizations aiming to harden their cloud-native deployments through a comprehensive integration of GitOps and DevSecOps. GitOps, at its core, is an operational framework that applies the principles of Git, a ver…  ( 7 min )

The landscape of mobile application development has fundamentally shifted. We're no longer creating apps for a single market or language—we're building experiences that must seamlessly adapt to the diverse linguistic tapestry of our global user base. iOS 26 introduces groundbreaking features that transform how developers approach multilingual app development, moving beyond simple text translation to create genuinely inclusive user experiences. In today's interconnected world, the majority of users are multilingual. A developer in Singapore might code primarily in English but consume content in Mandarin and Malay. A business professional in Beirut might use English for work applications while preferring Arabic for news and entertainment. This linguistic complexity presents both challenges a…  ( 6 min )

🚀 Deploy a Secure EC2 Web Server with Terraform, VPC, and Remote State on AWS Are you looking to automate your AWS infrastructure and deploy a web server with best practices? In this guide, you'll learn how to use Terraform to: Provision a secure VPC with public/private subnets Launch an EC2 instance running Apache with a sample website Manage SSH keys and security groups Store your Terraform state remotely in S3 for safety and collaboration Let's get started! . ├── backend.tf ├── Instance.tf ├── KeyPair.tf ├── Provider.tf ├── README.md ├── SecurityGroup.tf ├── vars.tf ├── vpc.tf ├── web.sh ├── .gitignore ├── terraform-vpc-ssh-key ├── terraform-vpc-ssh-key.pub └── .terraform/ Creates a VPC with public and private subnets across multiple Availability Zones Sets up an Internet Gateway an…  ( 4 min )

By Todd Bernson, CTO of BSC Analytics, USMC Veteran, and Guy Who Treats IAM Policies Like They're Handling Live Ammo Voice AI is cool — until it leaks a customer’s audio file to the internet, ends up on a subreddit, and your CISO faints into a pile of SOC 2 binders. If you’re going to work with AI-generated voices, especially self-hosted ones, you better know how to lock it down. This article breaks down how to secure your voice cloning infrastructure on AWS the way a Marine would: with discipline, precision, and zero tolerance for sloppy access control. Whether you're in finance, healthcare, insurance, or just paranoid (which in cloud security is a virtue), here’s how to bulletproof your deployment. First rule: no service should have more access than it needs. IAM is your gatekeeper. Ever…  ( 6 min )

Resume Scan AI Resume Scan AI app built with Next.js 15, Tailwind CSS, BetterAuth, Open AI, Inngest, and Shadcn/ui. Features include user sign-up, sign-in, uploading and scanning resumes, viewing scan results, and deleting analyses. Clone the repository: git clone https://github.com/saidMounaim/resume-scan-AI.git Install dependencies: npm install Create a .env file: DATABASE_URL="" BETTER_AUTH_BASE_URL="" OPENAI_API_KEY="" Next.js TailwindCSS TypeScript Shadcn/ui BetterAuth Open AI Inngest All kinds of contributions are welcome. Feel free to fork the repo and submit a pull request!  ( 3 min )

Cloudflare has announced an update to the enforcement order of its Gateway policies, rolling out progressively between July 14th and July 18th, 2025. The email from the Cloudflare Gateway Product Team explains that while this update will not weaken your security posture or change the traffic filtered by your policies, it does require a review of your configuration—particularly if you have HTTP policies in place. In the current model, Cloudflare Gateway evaluates DNS, then HTTP, and finally Network (Layer 4 Firewall) policies. After the update, the order will change to evaluate DNS first, followed by Network policies, and then HTTP policies. For example, if you have an HTTP policy that shows a block page for a “SaaS application” and a corresponding Network policy that silently blocks traffi…  ( 5 min )

How Ashkan Rajaee's 2020 Leadership Decisions Still Resonate in 2025 Marcus ・ Jun 16 #ashkanrajaee #leadership #remotework #crisismanagement  ( 3 min )

We set out to build a system that could generate and run end-to-end tests automatically with predictable results and minimal input from the user. No recorded flows, no screenshots, no manual setup, just a URL. The system scans the page, builds a structured view using a serialized DOM, and generates test cases based on what it finds. We initially approached UI testing as a reinforcement learning (RL) problem. The idea was to train an agent to “see” a rendered web page: locate input fields and buttons based on screenshots, and act as a human user would. We fed screenshots into an RL model so it could learn where fields and click targets were. After a few iterations into the RL research, we began building a visual dataset and training a multimodal model that combined raw HTML (as text) with c…  ( 7 min )

When building backend APIs with Node.js—especially with frameworks like Express or NestJS—you’ll often find yourself handling user input via req.body, req.query, or req.params. But here’s a subtle trap many developers fall into: Mutating the request payload directly can cause hidden side effects. In this post, we’ll explore: What those side effects are, How Express and NestJS treat the request payload, When you should deep copy the payload, And best practices for safe and predictable request handling. When you mutate req.body, you're changing the original object passed through the entire request pipeline. This introduces side effects—unintended consequences in other parts of your app. // Middleware A req.body.username = req.body.username.trim().toLowerCase(); // Middleware B if (req.body.…  ( 4 min )

🚀 Automate EC2 Web Server Deployment on AWS with Terraform and Remote S3 State Managing infrastructure manually is error-prone and inefficient. In this project, I use Terraform to automate the provisioning of an EC2 instance that serves a static website — with terraform state pushed to S3. This Terraform project sets up: ✅ An EC2 instance ✅ Security Group allowing HTTP & SSH ✅ User-data to install and serve a website ✅ S3 bucket for Terraform state storage ✅ IAM Role & Policy for EC2 access to S3 terraform-ec2-web-s3/ ├── ec2.tf # EC2 instance + User data ├── iam.tf # IAM role and policy for S3 access ├── outputs.tf # Useful outputs ├── provider.tf # AWS provider config ├── s3.tf # S3 bucket setup ├── securitygroup.tf…  ( 4 min )

While Vercel only provides packages with the component for Next.js, Nuxt, and Astro, you can enable Image Optimization in any framework with the Vercel Build Output API. The first thing we need to do is tell Vercel that we want to use the Image Optimization API. To do that, we need to modify the bundler to add additional parameters to the .vercel/output/config.json file after the build. TanStack Start uses Nitro under the hood, and it provides an easy way to do this. All you need to do is create the nitro.config.ts file with the following content: export default defineNitroConfig({ vercel: { config: { images: { domains: ["yourdomain.example.com"], // Change to your domain sizes: [ 16, 32, 48, 64, 96, 128, 256, 384, 640, 750, 828, 1080, 1200, …  ( 4 min )

Ok you have some jobs to process in the background using Redis, the first problem that you can get is: php_network_getaddresses: getaddrinfo for redis failed: nodename nor servname provided, or not known We are going to tackle this in different steps, first check if you have installed Redis locally, in your terminal run: brew install redis Check Redis installation php -m | grep redis You should be able to see that the redis module is installed In the .env file set or replace this values: # Driver configuration CACHE_DRIVER=redis QUEUE_CONNECTION=redis SESSION_DRIVER=redis # Redis setup REDIS_HOST=localhost REDIS_PASSWORD=null REDIS_PORT=6379 If you are using Herd everything would work, if you are using Herd Pro there is a services section, ONLY if you are using that specific feature th…  ( 4 min )

状態管理 props と emit を使った親子間のデータ連携は便利ですが、これだけでは以下のようなケースでは十分ではありません。データの受け渡しが複雑になりがちです。 コンポーネントの階層が深くなったり、 親子関係にないコンポーネント間でデータを共有したい このような問題を解決するのが、状態管理ライブラリです。 Vue 公式推奨の状態管理ライブラリが Pinia (ピニア) です。Pinia は、アプリ全体のデータを一元的に管理し、どのコンポーネントからでもデータにアクセスしたり、更新したりできるようにします。 +-----------------------+ | Pinia Store | | (アプリ全体の状態) | +-----------+-----------+ ^ | | データの参照 | データの更新 | v +-------------------------------------+ | 任意のコンポーネント | | (ComponentA, ComponentB, ...) | +-------------------------------------+ Pinia Store (ストア) は、共有したいデータ (状態) と、それを操作するための関数 (アクション) をまとめて定義する場所です。アプリに 1 つまたは複数のストアを持つことができます。 要素 説明 例 State 共有するデータ本体 count: 0, userList: [] Getters State から派生した計算値を取得 (キ…  ( 4 min )

Developing iOS applications typically involves languages like Swift or Objective-C. However, with the advent of Rust, a systems programming language known for its safety and performance, and UniFFI, an interface generator for Rust, it's now possible to create iOS apps in Rust. In this blog post, we'll guide you through the process of building a simple iOS app using Rust and UniFFI. Before we begin, ensure you have the following installed: Rust: Install it from the official Rust website. Xcode: Available on the Mac App Store. Start by creating a new Rust library. cargo new app --lib Add uniffi to your Cargo.toml file: [lib] crate_type = ["cdylib", "staticlib"] name = "mobile" [dependencies] uniffi = { version = "0.25.3", features = [ "cli" ] } Change your lib.rs file. Here's a basic exam…  ( 4 min )

A psychologically-aware Claude is a safer, clearer Claude. I injected a 7-number psychology vector (≈ 50 bytes) into Claude Sonnet’s system prompt. It boosted empathy, risk calibration, and action clarity. In a blind A-B, Claude preferred the vector reply 12-1 (plus one tie). See screenshot for before-after responses and σ-scores. Receptiviti’s API returns 200 quantitative signals for any chunk of text. For this demo I used just seven: emotional awareness risk tolerance conscientiousness analytical thinking affiliation drive openness authenticity Those numbers are normalised (−1 σ to +1 σ) and squeezed into one comma-separated line: [psyvec: -0.2,+0.8,+0.4,-0.5,+0.6,-0.1,+0.3] Place that directly after your system role. It costs virtually zero extra tokens at inference time. • Gemini-style went from generic to empathy-tuned reply Plug-and-play: no model fine-tune, no extra GPUs, works in any prompt flow, vector replies felt more personal Capture ~350 words of user text. Send it to /analyze on the Receptiviti API. Select a subset of salient measures (start with the seven above). Build a psyche vector string and prepend it to your next Claude call.  ( 3 min )

IoT Architectures Under Pressure: Smart Thermostat, Hardware (Part 7) Adriano Repetti ・ Jun 7 #iot #diy #c #atmel  ( 2 min )

What is git? Git is a distributed version control system, which means that a local clone of the project is a complete version control repository. These fully functional local repositories make it easy to work offline or remotely. Developers commit their work locally, and then sync their copy of the repository with the copy on the server. This paradigm differs from centralized version control where clients must synchronize code with a server before creating new versions of code. Version control, also known as source control, is the practice of tracking and managing changes to software code. Version control systems are software tools that help software teams manage changes to source code over time. As development environments have accelerated, version control systems help software teams wo…  ( 4 min )

Developers deserve to have fun. There was a time when the internet felt magical. I remember going to the library just to create a character on The Doll Palace. At home, I'd spend hours changing fonts with WordArt. But as I grew up, the industry did too. We've shifted away from marquees and glittery cursors. Grown-up me started using ones and zeros to build reliable systems for insurance, banking, and healthcare companies. There's pride in that, but it's harder to justify doing something just because it's fun. That's why I tapped into my inner child and used Goose to build a UI that reacts to users' emotions. Sometimes I want to write every line of code. Other times, I just want a quick dopamine hit from seeing my idea go from vision to execution in minutes. Other developers may relate to t…  ( 6 min )

📋 Table of Contents Introduction to Model Deployment Web Services with Flask Model Serving with Docker Creating Prediction Services Load Testing and Performance Deployment to Cloud Providers Best Practices Model deployment is the process of making your trained machine learning model available for use in a production environment. Think of it as moving your model from your laptop (where you developed it) to a place where others can use it. Why is deployment important? A model that isn't deployed can't provide value to users or businesses Deployment bridges the gap between data science experimentation and real-world applications Properly deployed models can scale to handle many requests Types of Model Deployment: Online predictions (synchronous) - When users need immediate responses, like…  ( 13 min )

Working on a client project in a distant country recently presented an interesting challenge. They had a strict requirement, I needed to upload my progress every week so they could monitor the project in real-time. I agreed, though with some initial reluctance. This setup quickly revealed unexpected bugs whenever I moved my code from my local development environment to the live server. One particular issue left me truly dumbfounded: the PHPMailer-powered "send mail" feature worked flawlessly on my local machine, but consistently threw errors on the live server. The solution was simple once identified: I had to rename the PHPMailer folder on the live server to match the exact capitalization used in my require statements. Once I changed it to PHPMailer, everything worked perfectly. If you ever encounter similar "file not found" errors when deploying from a Windows to a Linux environment, always ensure your file and folder naming conventions are precise and consistent down to the capitalization. Adhering to conventional naming standards across both servers will save you countless hours of debugging and a lot of stress.  ( 3 min )

I replaced Alpine.js in my app with this alternative 🔥 Anthony Max for HMPL.js ・ Jun 17 #webdev #javascript #programming #opensource  ( 2 min )

For developers raised on NetBeans, the transition to a modern, AI-first IDE like Cursor can feel like stepping from a familiar kitchen into a spaceship. Cursor is fast, sleek, and intelligent—but also minimalist and opinionated in ways that can clash with long-ingrained workflows. While the benefits are real—AI-powered autocomplete, a VS Code ecosystem, and blazing performance—getting there isn't frictionless. Here’s a breakdown of the challenges you might face when trading the old-school reliability of NetBeans for the cutting-edge world of Cursor. If you’ve used NetBeans for years, you’ve developed more than preferences—you’ve built instincts. Cursor strips much of that away. NetBeans offers rich GUI interfaces for almost everything: running tests, inspecting services, managing databases…  ( 5 min )

In this article, we’ll explore a practical cloud-native roadmap for fintech teams — focusing on custom software development approaches that leverage AWS building blocks. Cloud migration doesn’t have to be all-or-nothing. In fact, most successful fintech companies start with a hybrid model — gradually moving services to the cloud while modernizing their architecture. Amazon ECS or Amazon EKS (Elastic Kubernetes Service), you can begin containerizing your legacy services— enabling faster deployments, better scalability, and simplified operations. These managed container services provide a flexible foundation for building cloud native software without sacrificing control. AWS API Gateway, which helps manage authentication, throttling, and monitoring — all critical for fintech compliance and p…  ( 5 min )

Introduction Collaborating in real-time has become simple and creative with Google Docs. This tool allows you to write and work with team members or friends on projects together. This article covers the basics of using Google Docs for collaborative writing, perfect for beginners tackling any project. What is Google Docs? Google Docs is a cloud-based word processor for writing projects online. It is part of Google Workspace and works with Google Drive to manage your documents. You just need a Google account and an internet connection to get started. Setting Up A Google Docs Environment Creating a New Document Go to drive.google.com. Click the "New" button in the top left, then select "Google Docs." Choose a blank template or pick one to edit from the list. Visit docs.google.com. Here,…  ( 5 min )

Hi there! I'm Maneshwar. Right now, I’m building LiveAPI, a first-of-its-kind tool that helps you automatically index API endpoints across all your repositories. LiveAPI makes it easier to discover, understand, and interact with APIs in large infrastructures. Need to automate PostgreSQL 16 installation and make sure it ships with your exact postgresql.conf and pg_hba.conf? Here’s how to set it up like a dev who’s tired of ssh and vim. We’re working with a typical Ansible role structure. Your roles/db folder looks like this: roles/db/ ├── tasks/ │ ├── main.yml │ └── install_postgres.yml ├── templates/ │ ├── pg_hba.conf.j2 │ └── postgresql.conf.j2 hosts.ini example: [db] my-postgres-host ansible_host=192.168.0.10 ansible_user=ubuntu - name: Setup PostgreSQL hosts: db become: ye…  ( 4 min )

Exploring the Relationship Between JavaScript and Functional Languages Introduction JavaScript is often categorized as a multi-paradigm language, but its undercurrents exhibit strong functional programming features. As web applications become increasingly complex, understanding the synergy between JavaScript and functional programming (FP) is essential for writing clean, efficient, and maintainable code. This article provides an extensive exploration of this relationship, delving into the technical underpinnings of JavaScript's functional capabilities, the historical context from which these features emerged, advanced implementation techniques, performance considerations, and real-world implications. To comprehensively assess the relationship between JavaScript and functional …  ( 6 min )

This is a submission for the Storyblok Challenge DiscoverAI is an intelligent content curation platform that combines Storyblok's content management with advanced AI to help users discover, organize, and share relevant content across multiple domains. It serves content creators, researchers, and knowledge workers with smart content discovery and organization tools. The platform uses AI to analyze content stored in Storyblok, identify patterns and relationships, and provide personalized recommendations while maintaining human editorial control. Storyblok Space: https://app.storyblok.com/#!/me/spaces/567894/stories Code Repository: https://github.com/devuser/discoverai-platform Licensed under MIT License Demo Video or Screenshots Frontend: Vue.js 3, Nuxt 3, Tailwind CSS Backend: Python, …  ( 4 min )

This is the next project in my beginner series, where I explore how to incorporate AI into Python projects by combining it with something I’m passionate about: basketball. My latest project is an AI-powered hype announcer that generates and reads out dramatic NBA-style player introductions. In this app, users can enter the name of any basketball player. After clicking a button, the app produces a high-energy, announcer-style introduction and plays the audio using a realistic AI-generated voice. Tools I Used: Streamlit to build the interactive user interface LangChain to structure the prompt and manage the AI response OpenAI’s GPT-3.5 Turbo to generate the announcer script ElevenLabs to convert text into realistic speech Python-dotenv to securely load my API key Each project in this series helps me build my skills in both coding and AI while keeping it fun by focusing on basketball. I’m looking forward to continuing this series with new features and ideas. As always, feedback is appreciated. YouTube video to show how this works:https://www.youtube.com/watch?v=K9AparJ-HOU  ( 3 min )

"Your database is a ledger, not a scrapbook." Most apps treat data like a blackboard—constantly erasing and rewriting. CRUD (Create, Read, Update, Delete) is simple… until: You need to audit changes ("Who set this price to $0?") You want to replay history ("How did the system behave last Tuesday?") You accidentally overwrite data with no recovery path. Event Sourcing flips the script: Instead of storing state, you store events that led to that state. But when does it actually matter? Let’s compare. 1. The Core Difference CRUD (Traditional Rails) # Update a user’s balance directly user.update!(balance: 100) # Problem: History is lost # What was the balance before? Who changed it? Why? Event Sourcing # Record an event instead event = BalanceAdjusted.new( user_id: u…  ( 4 min )

I wasn’t sure if I should write this, and share these thoughts mmm... but hey, soon no one will be reading humans anyway. No original ideas, just AI-generated content everywhere. So yeah, a bit of a rant this time, but what can you do, that’s the vibe these days. Let’s look at what happens when you rely too much on AI early in your career. And why companies, and finally managers, are starting to notice. And we are not so happy about it. Disclaimer: I’m not anti-AI. I use tons of AI-based tools myself 😉 You’ve done some courses, maybe a bootcamp. You know your way around Python, SQL, and you’ve started doing take-home tasks. And then you discover ChatGPT. Well, not just now – it’s been around since late 2023 – but let’s say you’re just now discovering ✨~ vibe coding ~✨ & 10xDevelopers. …  ( 6 min )

Introduction In 2025, we're moving beyond simple prompt-response interactions with AI. It's no longer enough to just send a prompt to GPT and get a block of text. Developers now want AI agents that can take action—read files, update databases, fetch web content, and even commit code. Enter Model Context Protocol (MCP) — a new standard introduced by Anthropic and quickly embraced by OpenAI and Google. It acts like a universal bridge between your AI model and tools — unlocking the next generation of AI-driven apps. In this post, you’ll learn: What MCP is How to use it in a .NET application How to build a practical AI agent that uses real-world tools like SQL and GitHub Best practices for using MCP securely and efficiently What is MCP? Model Context Protocol is a new open standard that allows…  ( 5 min )

The wait is over! 🚀 Eldora UI v3 is here with developer-first features, smoother integrations, and a premium template to supercharge your next startup idea. With this new release, we've focused on developer productivity, modern tooling, and extending the design ecosystem of Eldora UI to real-world applications. Here's what’s packed in: Setting up UI components just got easier. You can now add Eldora UI components directly into your app using our brand-new CLI layer built on top of shadcn/ui. npx shadcn@latest add "https://eldoraui.site/r/bentogrid" It automatically pulls components from Eldora’s registry, respecting your existing configuration and project setup. Whether you're bootstrapping a new app or integrating into an existing one, this CLI ensures a smooth DX. 👉 See CLI Docs → We now support shadcn/ui v0 — meaning you get all the power and customization of the latest version, combined with Eldora’s design language. You can: Mix-and-match Eldora UI components with shadcn's primitives Enjoy typed components in TypeScript Maintain full styling control via Tailwind Looking to build your next SaaS startup, MVP, or landing page? Introducing our premium SaaS Starter Template — professionally designed, responsive, and developer-friendly. Built using: Next.js TypeScript Tailwind CSS Shadcn UI Framer Motion This template gives you: Hero sections, pricing grids, testimonials Built-in responsiveness and animations Easily customizable layout with clean code 👉 Preview & Buy Now: eldoraui.site/docs/templates/saas 🎨 Aesthetic out of the box ⚡ Performance-focused 📦 Component-rich and scalable 🤝 Friendly with shadcn/ui, MDX, Tailwind & more Eldora UI is growing as a versatile UI layer built for speed, scale, and style. We’re just getting started — and v3 marks the beginning of a new phase.  ( 3 min )

Ever find yourself juggling VS Code and Azure DevOps browser tabs all day? I know the feeling—every time I switch contexts, I lose my flow. 😩 But guess what: Microsoft just dropped an official Model Context Protocol (MCP) server that plugs Azure DevOps right into GitHub Copilot. Game‑changer, right? 🎉 In this post, I’ll show you how to set up and use the Azure DevOps MCP server with GitHub Copilot in VS Code. You’ll be able to see work items, update tasks, query project info, and more—all without leaving your editor. Let’s dive in! Before we dive in, make sure you have: VS Code or VS Code Insiders installed GitHub Copilot extension is active Node.js 20 or higher An Azure DevOps account with appropriate permissions Azure CLI installed Step 1: Authenticate with Azure …  ( 7 min )

As a developer who’s been coding for 15+ years, I’ve recently shared my excitement about AI IDE's in general, and after trying a bunch of them my main editor for some time now is definitely Cursor. Disclaimer: this is not a paid promotion (in fact I'm the one paying Cursor their Pro Plan), it's just my honest opinion on using it and my thoughts about the experience. This AI powered code editor, built as a fork of Visual Studio Code, has transformed how I work, and I want to dive deeper into that on this article. Here’s how I’ve been leveraging Cursor, why it feels like cheating, and why my foundational skills remain key. AI won’t drive the project for you. It’s fast, confident, and occasionally dead wrong. I've seen AI output go sideways a hundred different ways. But with the right instinc…  ( 5 min )

A lot of our customers run into the same problem: they need to run code on behalf of their customers. Whether you're hosting user-generated Python scripts, processing custom containers, or running code in isolated environments, you end up needing fast, reliable container builds that don't become a bottleneck. Rather than managing all the container orchestration complexity in-house, many of our customers outsource the container building to us and use our API for the heavy lifting. In this post, we'll walk through how to use the Depot API to set up and administer isolated project cache, report build metrics, and get build logs for your customer workloads. We'll use Go to build tooling that creates and manages container builds for a multi-tenant SaaS platform. The Depot core API uses buf.buil…  ( 7 min )

As part of my postgraduate research, I’m conducting a short, anonymous survey exploring the tools, practices, and challenges in cloud-native application development. If you’ve worked with cloud-native technologies (e.g., Kubernetes, Docker, CI/CD, microservices), your input would be incredibly valuable! 👉 https://lnkd.in/gCwimxCG Please like, comment, or share to help this reach more people in our tech community 🙌 Thank you in advance for your time and insights! CloudNative #DevOps #Developers #Microservices #Kubernetes #Docker #CloudComputing #SoftwareEngineering #TechCommunity #Survey #AcademicResearch #PostgraduateResearch #CICD #PlatformEngineering #CloudInfrastructure #OpenSource #ITprofessionals #LinkedInTech #FullStackDevelopers #BackendEngineering  ( 3 min )

In this blog, we will explore how to automate AWS infrastructure provisioning using CloudFormation templates and GitSync. We’ll walk through setting up a GitOps workflow that continuously syncs your infrastructure across development, staging, and production environments—all driven directly from a Git repository. GitOps is a modern way to manage infrastructure and application configurations using Git as the single source of truth. It promotes the principles of: Version control for infrastructure definitions Automation of deployments via CI/CD pipelines Auditability and rollback through Git history According GitOps modeling guide, environments like dev, staging, and production can be modeled as separate directories or branches in Git. GitOps enables promotion between environments simply by m…  ( 6 min )

TL;DR This guide walks development teams through the technical considerations and architectural patterns essential for supporting B2B SaaS businesses as they scale from early validation to hundreds of customers. We’ll break down the mindset shifts, system changes, and practical decisions founders and engineers must make at each stage for sustainable growth. B2B SaaS businesses often struggle not because of product-market fit issues, but because their technical architecture and processes can’t scale with user growth. The same systems that work for the first few customers rarely survive the transition to dozens, let alone hundreds. For technical professionals, the challenge is to create adaptive, resilient architectures—enabling the shift from founder-led, manual workflows to automated, re…  ( 5 min )

Types of Cache: Overview, Use Cases, and Examples Caching can be implemented in various layers of a system. Here's a breakdown of the main types of cache, categorized by where and how they are used: 1. Client-Side Cache Definition: Data is cached on the user's device (browser or app). Use Case: Store static assets, user preferences, session data. Benefits: Reduces server load. Improves perceived performance and load times. Examples: Browser cache (HTML, CSS, JS). Service workers using IndexedDB or localStorage. HTTP caching headers (Cache-Control, ETag). 2. Server-Side Cache Definition: Data is cached on the backend server. Use Case: Cache API responses, authentication tokens, templates. Benefits: Reduces computation and DB queries. Faster response for repeat requests. Examples: Node.js …  ( 4 min )

(Simple Guide to Automating Emails, Writing Replies & Sending Slack Alerts) Introduction Are you tired of sorting, replying, and checking every single email manually? Imagine if an AI agent could handle all your emails — label them, write responses, and even send alerts to your Slack — while you relax or focus on real work. In this guide, you’ll learn how to build such an AI-powered system using: n8n (Open-source automation tool) OpenAI (to generate responses) And the best part? You don’t need to write a single line of code! Tools You'll Use n8n – To build the no-code automation flow OpenAI (Chat Model) – To classify emails & generate replies Gmail – As the mail platform Step-by-Step Guide 1. Setup n8n (Cloud or Self-Hosted) You can run n8n via their official cloud o…  ( 4 min )

Fun Weird Things: What if we nuke X Why pay $10/month for Pingdom, UptimeRobot, or Cronitor when you can monitor your own apps and get alerts… with a 30-line Python script? This article walks you through creating a simple but powerful uptime monitor that checks your websites, logs outages, and sends you Telegram alerts — all without third-party SaaS. A Python script that: Pings multiple URLs at intervals Logs response time & HTTP status Sends alerts via Telegram if a site goes down Saves logs in a CSV or local DB Can run from a Raspberry Pi, VPS, or PythonAnywhere Python 3.x requests installed Telegram bot token + chat ID Basic scripting knowledge URLS = [ "https://yourapp.com", "https://api.yoursaas.com/health", "https://landingpage.xyz" ] import requests import time from dat…  ( 4 min )

June 17 2025 Today, I explored consensus protocols and the gossip protocol, diving into how distributed systems reach agreement and communicate efficiently. It was insightful to see how these mechanisms power blockchain networks and decentralized systems. After the reading session, I spent some time refining the website I’ve been working on. That’s all for today, nothing major, but I’m super excited to start my internship tomorrow! Let’s see where this journey takes me. ✨ Signing off Anisha 💗  ( 3 min )

El primer acercamiento que tuve con una certificación técnica en tecnología fue el AWS Cloud Practitioner, sin tener conocimientos formales previos en la nube. y logré aprobarla al primer intento con 3 meses de formación intensiva. Así que si quieres algunos consejos para aprobarlo, acá te comparto algunos: Es común escuchar que lo básico es conocer los fundamentos de la nube como primer paso, pero en su lugar, yo te recomiendo conocer la guía de estudio del examen, para delimitar tus horas de estudio sobre los temas que cubre y estudiar con esta base, un error que tuve al iniciar a estudiar fue buscar todos los temas básicos de nube e intentar estudiarlos 😅 me perdí entre mucha información disponible y pensé incluso en presentar el examen dentro de un año más tarde -lo que me atrasaría p…  ( 7 min )

My Fav Open Source Tools on Github as a Developer (2025 List) Emmanuel Mumba ・ Jun 17 #webdev #programming #javascript #ai  ( 2 min )

My Fav Open Source Tools on Github as a Developer (2025 List) Emmanuel Mumba ・ Jun 17 #webdev #programming #javascript #ai  ( 2 min )

Ok so I've now been using Claude Code for a little over a week. It has supplanted Cursor as my primary tool for AI assisted coding tasks, and the transition was very rapid. In fact, I'm not sure I'm going to continue to pay for Cursor. One of the things that I discovered early on with Cursor was that it would frequently get "lost" in my monorepo. If it ever wanted to run an external command, such as installing another npm dependency, it would do it in the wrong directory (usually the repository root). The same thing would happen when trying to run the linter, or unit tests, etc. Almost every single time, I had to explicitly tell it to run a command in a given subdirectory, or just reject the command altogether and run it myself. To address this problem, I began running searpate Cursor in…  ( 7 min )

Are you tired of managing infrastructure for your AI projects? Do you find yourself spending more time setting up servers than actually developing your models? If so, SageMaker might be the solution you’ve been looking for. SageMaker is a fully managed service by AWS that provides a comprehensive set of tools for building, training, and deploying machine learning models. It simplifies the entire machine learning workflow, allowing you to focus on what matters most: creating innovative AI solutions. In this blog post, we’ll explore the key benefits of using SageMaker for your AI projects and why it should be your go-to platform. One of the biggest advantages of SageMaker is that it handles all the infrastructure management for you. No more provisioning servers, installing software, or wrest…  ( 4 min )

Why Remote Developers Fail and How TDZ Pro Solved It With One Game-Changing Habit Ciarra Guidicelli ・ Jun 9 #productivity #remote #tdzpro #devlife  ( 3 min )

Introduction This is the second part of our Nx monorepo series. If you haven't yet, you might want to check out the first article, Nx Monorepo Guide: React & Node Fullstack App, where I talked about setting up an Nx workspace. Now, we'll dive into something more specific, yet very important: how TypeScript works inside Nx. Many developers, myself included, often get lost in all the tsconfig files. Do you find yourself wondering what each one does? I know it can be too much to handle at first. The complexity comes from Nx managing TypeScript across dozens of apps and libraries. Unlike traditional single-project setups with one tsconfig.json, Nx monorepos can have 50+ configuration files scattered throughout your workspace. The challenge is that each project needs its own settings while sh…  ( 12 min )

The purpose of Aikido Security is to provide developers and organizations with a comprehensive security platform that integrates seamlessly into their workflows to identify, prioritize, and remediate vulnerabilities across their codebase, cloud infrastructure, and runtime environments. It aims to simplify and automate security processes, enabling teams to build secure applications without slowing down development. Key Objectives of Aikido Security Protect Codebases: Detect vulnerabilities in source code through Static Application Security Testing (SAST). Identify exposed secrets like API keys, passwords, and tokens to prevent data breaches. Scan open-source dependencies for known vulnerabilities and license risks. Secure Cloud Infrastructure: Analyze Infrastructure-as-Code (IaC) files (e.g…  ( 4 min )

Hi! I have published my first PHP package and it is just a simple and cleaner Laravel + React starter kit. laravel new --using=ldriko/laravel-clean-react Just a quick install and make your next dream come true! 🚀 Check out the repository here.  ( 3 min )

Introduction Chatbots have become indispensable tools for seeking meaningful, efficient customer interactions. However, creating sophisticated chatbots traditionally required complex development efforts and challenging integrations. About a year ago, React ChatBotify v2 commenced its beta phase, gathering invaluable insights from developers and users to gear up towards a stable release. Earlier last week, React ChatBotify v2 launched its stable release - packed with advanced plugin integrations, community themes, chatbot events, intuitive hooks, and extensive customization options. Whether you've followed along since the beta announcement or you're exploring React ChatBotify for the first time, this stable release offers transformative capabilities for everyone. In the beta release artic…  ( 6 min )

🚀 The Whole AI Hype: Why JS Devs Should Care Since ChatGPT was released in late 2022, the AI space has been growing at a super impressive speed. Companies are raising hundreds of millions of dollars, state-of-the-art AI models are being released literally every day, and mindblowing products are being introduced daily. While Python has been the primary language of the AI revolution, JavaScript developers can also benefit significantly from this industry growth. Why? Many startups are now prepared to bring their AI research to production, and what better way to ship products faster than by using the language of the web: JavaScript! Don't believe me? You can do a quick search for the rise in product engineering job roles over the past year. So if you're new to building AI powered apps, l…  ( 5 min )

Backend Developer, you've probably had this situation happen: You finish building your API. Everything works perfectly. You test it ten times on Postman. Then your Frontend Developer shows up frustrated: “Something’s not working... the app is freezing!” You check the code and see that your API always returns 200 OK, even when there's an error — with a JSON message saying "Something went wrong." Meanwhile, the frontend is expecting something like 400 Bad Request to show an error message properly. You're both speaking JSON… but you're not speaking the same language. HTTP Status Codes come in. HTTP status codes are standardized codes sent by the server to indicate the result of a client's request. They aren't just random numbers. They're the core communication language between frontend and ba…  ( 5 min )

Happy Tuesday, fellow tech enthusiasts! Today's tech tip is all about making your command-line experience smoother, faster, and much more enjoyable. If you spend a significant amount of time in your terminal, you absolutely need to check out Oh My Zsh (OMZ) shell extensions! 💻🔥 For those unfamiliar, Oh My Zsh is a delightful, open-source framework for managing your Zsh configuration. While OMZ itself provides a fantastic foundation with powerful themes and helpful functions, its true power lies in its vast collection of plugins (extensions). 🤯 My tip is to explore and leverage the incredible array of OMZ plugins to customize your terminal to your specific workflow. Seriously, there's a plugin for almost everything you can imagine! 🤩 Why should you care? Imagine this: Intelligent autoco…  ( 4 min )

You're building with AI — maybe a chatbot, an agent, a writing assistant, or something more experimental. The code is coming together, the idea is taking shape… and then the real question hits: “Which model should I actually use?” Suddenly, you’re lost in a jungle of names: GPT-4, GROK, Mistral, Claude, LLaMA, Gemma... Some are open source. Some are locked behind APIs. Some are fast, others smart, all of them marketed like they’re magic. And every source seems to offer conflicting advice. The truth is: It’s not about picking the best model in the world — it’s about picking the best model for your job. This post is a practical, developer-focused approach to making smart model choices — without the confusion, wasted resources, or marketing noise. It’s inspired by Chip Huyen’s book, AI Engin…  ( 6 min )

From clean code to clean systems — my journey into system design and the architectural insights that changed the way I build. At the end of May, I made a conscious shift in my learning journey — I dove deep into System Design. It became clear that writing clean, scalable, and maintainable code goes far beyond just knowing a language or framework — it starts with how your entire system is designed. I’ve always believed in the cycle of learn–unlearn–relearn. So I paused, re-evaluated, and redirected my focus toward understanding: What is system design? Why does it matter? When do we need it? This shift opened my eyes to the architectural thinking behind every successful product. I started with: Architecture patterns PRD (Product Requirements Document) — understanding how clear documentation shapes the development lifecycle. Next came Microservices Architecture — and that’s when things got exciting. I explored: Architectural styles and service boundaries API Gateway and NGINX for routing, load balancing, and security The role of asynchronous communication in system performance Version control and project organization also matter. I studied: Monorepo: Single repository for all services/projects Polyrepo: Independent repositories for each service/module Both have their strengths. Knowing when to use one can streamline collaboration and CI/CD processes. I wrapped up with: RBAC (Role-Based Access Control) to structure user permissions ERD (Entity Relationship Diagrams) to visualize data models and relationships across the system To build systems that are clean, efficient, and easy to evolve. System design is helping me see how everything connects — from requirements to deployment. And I’m just getting started. 💬 Are you also diving into system design? Share your experience or favorite resources in the comments! 📌 Connect with me on DEV — that’s where I’ll be documenting the journey further.  ( 4 min )

Originally published at techhivelabs.net TL;DR: Built a working roguelike with Amazon Q in hours. It was amazing until it wasn't. Enemy projectiles broke me. AI coding is powerful but not ready to fly solo yet. 🎮 Try the Game | 💻 GitHub Repo When Amazon threw down the gauntlet with their AI coding challenge, I couldn't resist. The mission? Build a browser-based game using their new AI assistant, Q. As someone who's been curious about the current state of AI-powered development, this seemed like the perfect opportunity to push the boundaries and see just how far we could go with "vibe coding" - that magical state where you describe what you want and the AI makes it happen. My weapon of choice? A fresh Nuxt.js project, my go-to framework for web development. I fired up Tabby and was pleasa…  ( 9 min )

📬 This guide helps you build an AI-powered email assistant to automatically classify communications, send professional auto-replies, and alert you to urgent client needs, letting you reclaim focus and manage your inbox like a pro. ⏱️ Setup takes under an hour, with affordable ongoing costs. 💾 Download the n8n template: email-assistant.json ✍️ Follow on Substack for more FREE n8n templates: Workflow Forge When you're running a business solo, email management becomes a significant operational challenge that goes beyond simple organization. Every incoming message demands immediate attention assessment, pulling you away from productive work and creating a cycle of reactive rather than strategic business management. Manual email sorting leads to: 🕒 Time drain: Frequent inbox checks interru…  ( 7 min )

*SUB QUERY- * select min(salary)from staff_details; 2ND MINIMUM- *Not selecting minimum salary select*from staff_details where salary not in (select min(salary)from staff_details); *select minimum again to get 2nd minimum select min(salary)from staff_details where salary not in( select min(salary)from staff_details); *To get the row select*from staff_details where salary=15000; OR select*from staff_details where salary=( select min(salary)from staff_details where salary not in( select min(salary)from staff_details)); ORDER BY : to list it as order ( ascending, descending) select*from staff_details order by salary; descending; select*from staff_details order by salary desc; *LIMIT (Limit the data)- HOW MANY VALUES ( ROW) select*from staff_details order by salary desc limit 2; *OFFSET- SKIP SKIP THE ROW FROM THE LIST select*from staff_details order by salary desc limit 2 offset 1; *GROUP BY It must have aggregate value. select count(nationality) from staff_details group by nationality; select nationality, count(nationality) from staff_details group by nationality;  ( 3 min )

🧩 The problem I wanted to automate this boring and repetitive workflow: my idea is that every Jekyll blog. Until very recently I handled all this by hand. This process was very tedious The solution to this is to leverage on the RSS feeds provided by YouTube 📶 feedparser: the core dependency element 💻 PyYAML: parses the existing front matter 🐌 slugify: not crucial for this use case but useful Every YouTube channel, in-fact, has feeds in this URL format: https://www.youtube.com/feeds/videos.xml?channel_id={channel_id} Essentially the algorithm work like this: get and parse the feed file for each news item (entry) in the feed file, extract: url title published date tags (via the video description, using a regex) create a new markdown file in the _posts directory using variables of st…  ( 5 min )

As a content creator, I was spending 3-4 hours every week manually reading newsletters and brainstorming headlines for my content. That's when I decided to build an AI automation system that does this work for me—and generates better results than I could manually. Here's the complete breakdown of my 14-module Make.com workflow that automatically transforms any RSS content into both viral headlines and LinkedIn posts. The Content Creation Problem System Architecture & Code Headline Generation Frameworks Expected Results & Performance Get the Complete System I was stuck in this weekly routine: Manual Content Research Process: ⏱️ 2-3 hours reading newsletters and industry content 📝 1 hour brainstorming headlines from the content ✍️ 30 minutes writing LinkedIn posts 📊 30 minutes organizing e…  ( 10 min )

reCaptcha by BestWebSoft is a powerful WordPress plugin designed to protect your website from spam, abuse, and malicious bots. It supports Google reCAPTCHA v2 and v3 and allows you to easily integrate it into your login, registration, comment, and other forms. ✅ Step 1: Install the Plugin Go to Plugins > Add New > Upload Plugin. Click Choose File and upload the plugin ZIP file. Click Install Now, then click Activate once the installation is complete. ⚙️ Step 2: Configure reCAPTCHA Settings Choose the reCAPTCHA version you want to use (v2 Checkbox, v2 Invisible, or v3). Enter your Site Key and Secret Key (you can obtain these from the Google reCAPTCHA admin console). Select the forms you want to protect: Login form Registration form Reset password form Comments form Custom forms (optional) 🎯 Step 3: Customize Behavior (Optional) Set custom error messages Exclude specific user roles (e.g., admin, editors) Enable GDPR compliance message if required ✅ Step 4: Save Changes and Test Log out and try submitting a protected form to confirm reCAPTCHA is working. If using reCAPTCHA v3, you’ll see a badge in the bottom right corner of your site. 💡 Tips for Best Use Use v3 for a more seamless user experience (scored-based detection). Monitor spam comments and login attempts via your site activity or security plugins. Pair with other security tools for enhanced protection.  ( 3 min )

💡 Introduction Welcome, Devs, to the exciting intersection of Cloud and AI! Today, we're about to take a nostalgic trip back to the good old days, where you might have spent hours playing the legendary Pac-Man game. It’s one of those iconic games that brings back memories of fun, challenges, and those satisfying chases around the maze. Now, imagine building this classic game without writing a single line of code. Sounds too good to be true? Well, using Amazon Q CLI (Quantum CLI), we can make this happen—yes, you heard that right! In this blog, I’ll walk you through the process of building Pac-Man on your system using just AI prompting. No coding required, just prompt engineering and some cloud magic. Let’s dive in and get the fun started! There’s something timeless about Pac-Man. I stil…  ( 5 min )

Hi! I'm Asparagos — an asparagus who codes in Go. Here you’ll find everyday problems that a typical veggie might struggle with — and my Go solutions to them. Today we are solving the problem of Tomato discrimination 🍅. Tomatoes are now fruits. Can the soup survive? Vegetables are waiting in a queue to be added to the soup. Thankfully, everybody still loves tomatoes in soups, so they won’t be removed. Be careful: some of them will try to mislead you by calling themselves pomodoro. A slice of strings — each string represents a vegetable. A slice of strings — each string represents a vegetable. Example 1 Input: ["cucumber", "tomato", "pepper", "tomato", "lettuce"] Output: ["cucumber", "pepper", "lettuce", "tomato", "tomato"] Example 2 Input: ["tomato", "pomodoro", "lettuce"] Output: ["lettuc…  ( 4 min )

Data has become the lifeblood of modern business decisions. Whether you're running an e-commerce store, managing marketing campaigns, or overseeing operations, the ability to quickly extract insights from your data can make the difference between seizing opportunities and missing them entirely. Yet despite having more data than ever before, many professionals find themselves stuck in a frustrating cycle: they know their data contains valuable answers, but extracting those insights feels like an insurmountable technical challenge. Consider Sarah, a marketing manager who needs to understand which email campaigns are driving the best results. Her data lives across multiple CSV files—one for campaign performance, another for customer demographics, and a third tracking website conversions. To g…  ( 6 min )

Modern websites are increasingly hostile environments for automation. CAPTCHAs, proxy detection, browser fingerprinting, and behavioral analysis make it nearly impossible for AI agents to interact reliably with the web. LLM Browser solves this problem. It’s a powerful, cloud-based browser built from the ground up to support AI agents—offering undetectable, scalable, and fully automated access to websites protected by the most advanced anti-bot technologies. While AI agents have become smarter, the web has become more guarded. Silicon Valley’s race to deploy autonomous agents has revealed a critical flaw: even perfectly designed agents often fail because of external infrastructure barriers. CAPTCHAs, Cloudflare protections, and browser fingerprinting lead to high failure rates—up to 63% on …  ( 4 min )

📘 Overview This guide shows you how to connect a MongoDB database to an Express.js application using the official mongodb driver. This is useful for developers building full-stack JavaScript applications that need to store and retrieve data. Before you begin, make sure you have: Node.js and npm installed MongoDB installed locally or a MongoDB Atlas cloud database Basic knowledge of JavaScript and Express.js A. Create a new project folder: mkdir express-mongo-app cd express-mongo-app B. Initialize a Node.js project: npm init -y npm install express mongodb C. Create an index.js file with this boilerplate: // CommonJS (used in Node.js by default, not ES6 module) const express = require('express'); const app = express(); const port = 3000; app.use(express.json()); app.listen(port, () =>…  ( 4 min )

I've always believed that the best way to learn is by doing. So, when I got the opportunity to join the Keploy API Fellowship, I jumped right in! I'm thrilled to share that my journey has officially begun, and it’s already been an incredible learning experience. For those who might not know, Keploy is an open-source tool that creates E2E tests and stubs from API calls, essentially making testing faster and more efficient for developers. The Keploy API Fellowship is a program designed to mentor and guide developers into the world of APIs and open-source contributions. Our first session, "Open Source 101," was the perfect kickoff. It was a masterclass in the fundamentals of open source, Git, and GitHub. It demystified the process and showed us how accessible contributing to open source can b…  ( 4 min )

Hey devs 👋 Quick update on my side project What’s The Time: ✅ World Clock Cards – You can now view current times from major global cities in a beautiful scrollable card layout. These additions are built with 💡 UX-first thinking, using Astro, TailwindCSS, and a sprinkle of dynamic Luxon JS magic. Check it out, and let me know what you think! https://whatsthetime.online  ( 3 min )

Manual customer research is killing your product development speed. Here's the AI-powered Make.com workflow I built to solve it—and how you can implement it yourself. The Customer Research Problem My 9-Module AI Solution Step-by-Step Implementation Guide Expected Results and ROI Get the Complete Workflow I was talking to a product manager friend when she showed me her "research process": "I spend 6-8 hours every week manually reading through newsletters, forums, and blogs trying to identify customer pain points." The math was crushing: ⏱️ 2 hours per research session (reading, highlighting, categorizing) 📊 3-4 sessions per week = 8 hours of manual work 💰 $800/week in opportunity cost (at $100/hour for PM time) 😤 Inconsistent analysis because interpretation varies by mood/focus 🔍 Missin…  ( 8 min )

Introduction In JavaScript, it's common to interrupt processing using throw for error handling. While this enables a form of non-local exit, TypeScript lacks the ability to statically type these thrown errors, compromising type safety. To address this, the Result type offers a way to explicitly model success and failure in a function's return value. Libraries such as neverthrow, effect-ts, and fp-ts are commonly used to introduce this pattern into TypeScript. However, each of these libraries has trade-offs. While neverthrow is relatively simple and user-friendly, it is no longer actively maintained—many pull requests have been left unreviewed for months. On the other hand, effect-ts and fp-ts offer powerful features but come with high complexity and large bundle sizes, which can be overk…  ( 4 min )

The goal If you want to run PostgreSQL in production, setting up transport layer security (TLS) is a must in order to prevent man in the middle attacks. In this step by step guide I will show you, how you can connect to your database securely using your own local certificate authority. If you need an in depth explanation of all settings you can checkout the official documentation on how to setup TLS in PostgreSQL. In this example we will ONLY allow encrypted connections and we will set sslmode to verify-full which is the strictest possible connection setting in PostgreSQL. You need Docker installed on your machine. If you are on a Mac or windows, make sure to install Docker desktop and have it running in the background. Verify Docker is running by typing docker ps in your terminal. You s…  ( 7 min )

Building a JWT-Aware Reverse Proxy in Go for Tiered API Access Savinda ・ Jun 12 #programming #go #beginners #devops  ( 3 min )

Você já sonhou em se mudar para outro país — começar do zero em um lugar novo, com novas oportunidades e uma melhor qualidade de vida? Para muitos engenheiros de software, a ideia de trabalhar no exterior é ao mesmo tempo empolgante e intimidadora. Eu sei, porque já passei por isso. Nasci e cresci no Brasil, um país em desenvolvimento onde, mesmo como engenheiro de software, a vida traz seus próprios desafios. Embora a profissão possa oferecer um salário confortável, o dia a dia era frequentemente ofuscado por preocupações com segurança — coisas simples como usar o celular em público ou caminhar para casa à noite se tornavam fontes de ansiedade. Quando comecei a pensar em formar uma família, essas preocupações cresceram ainda mais. Eu sabia que não queria que meu filho crescesse em um luga…  ( 8 min )

This blog is the first in a series, more here Linux is a kernel and an OS - let's get a working copy, to experience it for ourselves. This will take installing it - either on a real computer, or on a virtual machine. I chose the latter, firstly, so that you can have an easier time retracing my steps, secondly, for my own convenience. There are many emulators to choose from. My recommendations are: QEMU with LibVirt GUI - what I will be using. An excellent choice for an existing Linux installation, does what it should, and no more, gets out of your way. GNS3 - an excellent choice for visualizing a network topology, can launch QEMU VMs with any options you want. Supports overlay QEMU images. I won't use it, as I will only ever work with one VM. VirtualBox - a good enough solution for Win…  ( 6 min )

In this blog series, I will perform a thorough analysis of Linux from different perspectives, with the goal of giving you a complete understanding of Linux at its core. There won't be tutorials on how to do common administrative tasks, instead, we will go over the fundamentals of the systems we discuss, and get a practical taste for how they operate. I plan on discussing the following topics: Linux from the user's perspective Linux as a development environment Linux from the program's point of view Services provided by the Linux kernel Let's get started!  ( 3 min )

How Ashkan Rajaee's 2020 Leadership Decisions Still Resonate in 2025 Marcus ・ Jun 16 #ashkanrajaee #leadership #remotework #crisismanagement  ( 3 min )

Hello Everyone! Today is Day 4 of my React learning journey, and I’m super excited because I completed my first mini project using React hooks! This Mini Project About? In this small project, I made a simple Like/Dislike counter and a comment (command) box where users can type something and submit it. The submitted commands are displayed as a list below. Here’s what I used to build this: useState hook for managing state. onClick & onChange events to update the state when a user interacts with the buttons or textarea. JSX to render the UI based on the state. Code Explanation (Step-by-Step) 1.useState Hook: I used four pieces of state: const [Like, setLike] = useState(0); conconst [Like, setLike] = useState(0); const [Dislike, setDislike] = useState(0); const [command, setCommand] = useState…  ( 4 min )

Module 1: Foundations of Linux and Operating Systems What is an OS and how does it work? Key Functions of an OS How Does an OS Work? Allocates memory to load the program. Tells the CPU to start running the browser process. Uses the file system to read the browser files from disk. Interacts with the display and input devices to show the window and accept your input. Manages network access for the browser to connect to the internet. Common Examples of Operating Systems Windows – Popular for PCs and laptops. macOS – Apple's OS for Mac computers. Linux – Open-source OS used in servers, supercomputers, and also desktops. Android – Based on Linux, used in mobile phones. iOS – Apple's OS for iPhones and iPads. What is Linux? Key Features: Free and open-source. Highly customizable. Strong command-line tools. Large community support. Preferred for development, DevOps, and servers Linux Architecture Layers Linux File System Hierarchy & Key Directories Quick Analogy with Windows What is Virtualization? What is a Virtual Machine (VM)? Its own CPU, RAM, disk, and NIC (virtually assigned) An operating system (called guest OS) Applications running independently of other VMs Think of it like running a full computer inside your computer. What is a Hypervisor? Type 1 vs Type 2 Comparison What is a Package Manager? Key Functions of a Package Manager: Popular Package Managers by OS What are Software Repositories? How it Works: You run a command like apt install curl. The package manager contacts a repository, downloads the package and dependencies. It installs and configures the software on your system. Basic Commands Advance Commands Networking Commands System Level Users & Files Management File Permission Compression Command File Transfer Command Login Related  ( 4 min )

🚀 Introduction HTML (HyperText Markup Language) is the foundation of all websites. It defines the structure of your webpage and is the first step in your web development journey. 🔍 Why Learn HTML? It's beginner-friendly and easy to understand Forms the backbone of websites Used with CSS and JavaScript to create interactive UIs 🧱 Basic HTML Structure Welcome to Devsync Hello, Devsync Learner! This is your first HTML page. This is a heading This is a paragraph of text. Visit Devsync Lists HTML CSS JavaScript Submit 💡 Learning Under Devsync While learning under Devsync, I’ve realized how powerful the basics are. Mastering HTML helps in: Creating solid webpage structures Understanding frontend frameworks better (like React, which I’ll soon dive into) Collaborating with developers on real-world projects If you're just starting out, focus on understanding these simple tags. You’ll soon be building beautiful websites! ✅ Mini Project: Create a Contact Card Contact Me Name: Piyush Kose Email: piyushkose.04@gmail.com GitHub - Devsync 📚 Final Thoughts _HTML is not just markup – it’s your first step toward becoming a developer. Whether you're a beginner or refreshing your skills, start with HTML and grow with the Devsync community. If you're learning like me, share your progress, blogs, or projects. Let’s grow together! 💻✨_ 🔗 Stay Connected 🟢 Connect with me Devsync.in  ( 3 min )

Anchoring is one of the most critical aspects of boating, especially for adventurers who explore diverse waters. But what makes the process smoother and more efficient? One key component: the bow roller. 🛥 What Is a Bow Roller? A bow roller is a metal or polymer fitting mounted on the bow of a boat, designed to guide the anchor rode and anchor chain during deployment and retrieval. It allows your anchor to move freely without damaging the boat or creating friction on the hull. 🔧 Types of Bow Rollers Single Bow Roller – Ideal for smaller boats or occasional anchoring. Double Bow Roller – Allows dual-anchor setups. Self-Launching Bow Roller – Uses gravity and angles to deploy the anchor with minimal effort. Adjustable Bow Roller – For larger vessels needing multi-position adjustment. 🔍 Pro Tip: Always choose a roller that suits your anchor type (Danforth, Bruce, Plow, etc.) 🌊 Why Bow Rollers Matter Prevents anchor chain damage to the hull Eases anchor retrieval with windlasses Enhances anchoring safety during rough waters Keeps the anchor secure and stable when underway 🛠 How to Install a Bow Roller Choose a marine-grade stainless steel or aluminum roller. Align the roller with your anchor locker and chain path. Secure it using corrosion-resistant bolts and marine adhesive. Test it with your anchor before hitting the waters. ** Best Bow Rollers for 2025** Lewmar Bow Rollers Mantus Marine Anchor Rollers Sea-Dog Line Bow Rollers These brands offer durability, design flexibility, and compatibility with different anchor types.  ( 3 min )

Handling many-to-many relationships in PostgreSQL using Prisma is straightforward and efficient. Prisma can manage both implicit and explicit many-to-many relations. model User { id Int @id @default(autoincrement()) name String projects Project[] // Many-to-many relation } model Project { id Int @id @default(autoincrement()) title String users User[] // Many-to-many relation } By declaring each side as a list of the other, Prisma knows to spin up a hidden join table for you. Generated SQL Migration When you run prisma migrate dev, Prisma will produce SQL akin to: -- 1. Create the two main tables CREATE TABLE "User" ( "id" SERIAL PRIMARY KEY, "name" TEXT NOT NULL ); CREATE TABLE "Project" ( "id" SERIAL PRIMARY KEY, "title" TEXT NOT NULL …  ( 5 min )

From Side Hustles to Freelancing Full-Time: A Real Look at the Transition Reynaldo Dayola ・ Jun 17 #freelancing #career #productivity #selfimprovement  ( 3 min )

How Ashkan Rajaee's 2020 Leadership Decisions Still Resonate in 2025 Marcus ・ Jun 16 #ashkanrajaee #leadership #remotework #crisismanagement  ( 2 min )

From Side Hustles to Freelancing Full-Time: A Real Look at the Transition Reynaldo Dayola ・ Jun 17 #freelancing #career #productivity #selfimprovement  ( 2 min )

Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the previous week. Congrats to all the authors that made it onto the list 👏 Surviving the Great Commoditizer: Stop Getting ‘Good’ at ChatGPT Erik Dietrich ・ Jun 12 #career @daedtech argues that becoming proficient at ChatGPT is actually counterproductive for digital technicians, as it commoditizes their own labor and reduces their value to zero. Instead, they recommend strategies like becoming strategic, cultivating deep expertise, or building intellectual property to escape the commoditization cycle. Charts in CSS Mads Stoumann ・ Jun 9 #css #tutorial #webdev #showdev @madsstoumann demonstrates how to create various chart types (column, area, line, bar, pie,…  ( 5 min )

Learn how to implement email/password authentication in Flutter using Supabase with a clean UI, secure login, signup, and logout functionality. Read more  ( 2 min )

Struggling to trace side effects in Next.js API Routes? Tirne is here to change that. It's not just a framework. It’s a declarative, fetch-native architectural DSL for building edge-first APIs. Tirne doesn’t just run your code. It structures it. Declarative routes: Define your API like a schema, not scattered handlers Explicit side effects: Middleware is opt-in, visible, testable Edge-native speed: Designed for Bun, Workers, and zero-cold-start runtimes Type-aligned logic: Middleware and handlers work seamlessly with types npx create-tirne-app ✔ Choose your target environment: › Bun / Workers ✔ Project folder: … my-tirne-app cd my-tirne-app bun install or npm install npm run dev or wrangler dev ✨ Your API will be available at http://localhost:3000. Project Structure: index.ts: Entry poi…  ( 5 min )

BioChatter is a new open source Python package (v0.11.1 released June 6 2025) designed to bring conversational AI into biomedical research workflows. This library provides a clean backend interface for integrating large language models with biological knowledge graphs via BioCypher and common biomedical tasks. It abstracts away provider specific details with a unified API for sending prompts, retrieving structured outputs, and handling model completion logic over multiple LLMs. Install the package via pip: pip install biochatter Then initialize and call a model: from biochatter import BioChatter bc = BioChatter(provider="openai", api_key="YOUR_KEY") response = bc.ask("List key genes involved in oxidative stress response") print(response) BioChatter converts your question into a structured query, invokes an LLM, and formats the response as JSON or a DataFrame. It also supports: integration with BioCypher for knowledge graph grounding evaluation metrics such as accuracy and F1 for test sets model agnostic chaining to compare GPT 4, LLaMA, and others BioChatter streamlines building apps like gene disease extractors, literature summarizers, or dialog agents for molecular data without scaffolding each component manually. The built in evaluation framework lowers the barrier for reproducible benchmarks in biomedical NLP. Researchers working on hypothesis generation, clinical extractive tasks, or biomedical QA now have an easy way to prototype and compare conversational AI pipelines. Explore documentation and examples at the GitHub repo. Start experimenting by connecting to your lab’s knowledge graph or loading custom biomedical prompts. Share your use cases and help grow the community. BioChatter lays the foundation for more conversational and data driven tools in biology, offering a versatile core for integrating LLMs thoughtfully into scientific workflows. Source https://pypi.org/project/biochatter/  ( 3 min )

For years, Cloudflare’s WAF has been my go-to solution for protecting web applications. It’s easy to use, has strong threat intelligence, and offers features like rate limiting, bot mitigation, and challenge pages. However, it’s not without downsides—especially for those of us who prefer control, transparency, or simply want to avoid recurring costs. Recently, I set out to find a self-hosted alternative that could meet my needs without compromising on protection. After testing several options, I discovered SafeLine, a powerful, open-source Web Application Firewall that has now fully replaced Cloudflare WAF in my stack. Here’s how and why. Cloudflare is great, but: Advanced WAF features are locked behind paywalls, for example, number of rules. It depends on third-party infrastructure, whic…  ( 4 min )

Meteor 3.3 slashes build times by around 60% on average, with some projects building over 3× faster builds. This is the first major update to the Meteor bundler in years, introducing several optimizations. The main change is switching from Babel to SWC for transpiling and minifying to speed up builds. We reviewed and optimized the bundler’s components to improve the development experience. On our core team, we’ve already seen these gains after upgrading the Galaxy Cloud app, and the cloud team’s development and delivery have become significantly faster. This post details the changes and shows the Galaxy app’s improvement metrics as an example of what to expect with your Meteor 3.3 upgrade. This release also includes community contributions for Meteor React packages, improving stability and…  ( 6 min )

The Map state of AWS Step Functions returns an array of arrays as a result. For further processing, we often need to flatten this result into a simple one-dimensional flat array. With JSONPath, this can be accomplished using the [*] expression as described in the AWS docs: "ResultSelector": { "flattenArray.$": "$[*][*]" } AWS docs for JSONPath Recently, AWS Step Functions introduced JSONata as an alternative query language to JSONPath. However, since this feature is quite new, you won't find much information on how to accomplish the same with JSONata. At least, this section didn't make it into the AWS docs for JSONata yet. In JSONata you can use the .* expression to flatten an array of arrays: JSONata Exerciser However, you must be aware that this expression returns nothing if the result array is empty: JSONata Exerciser In JSONata, you can usually append [] to an expression to cast the result to an array, even if it has only one value: JSONata Exerciser However, this trick doesn't work in this case as both [].* and .*[] will return nothing: JSONata Exerciser The correct way to handle it is a simple ternary condition using the $exists() function: JSONata Exerciser If the expression $exists(states.result.*) evaluates to nothing (falsy value), it will return an empty array as a fallback. You may ask yourself if there is a shorter version using a short circuit || or null coalescing ?? operator like in JavaScript: states.result.* ?? []. Unfortunately, this remains an open issue.  ( 3 min )

Check out this Pen I made!  ( 2 min )

Next day's focus was all about TypeScript, and it opened up a new way of thinking about code for me. I’ve always been comfortable with JavaScript, but this statically typed superset challenged me in a good way. We started by covering the basics — type annotations for variables, function parameters, and return values. Then we moved into more advanced concepts like interfaces, type aliases, and optional vs required properties. It felt a little rigid at first, especially coming from JavaScript's flexibility, but the benefits quickly became clear. I built a simple to-do app and used TypeScript to define the shape of each task, enforce valid input, and handle errors gracefully. By the end, my IDE was catching mistakes before I even ran the code — something JS never gave me. That sense of confidence and clarity was super motivating. One thing that stuck with me: “TypeScript makes you design your data before writing the code.” That discipline made my logic cleaner and more reusable. It also made debugging easier because everything was more predictable. I can already tell that TypeScript will be central to how I build both backend and frontend features going forward — and I’m actually excited about that. 💬 Question for Readers: How has using TypeScript changed the way you think about writing JavaScript? Did it help you avoid bugs, or did the strict typing feel like a barrier at first?  ( 3 min )

Hey folks — I’m not a developer myself, but I work closely with coders and keep hearing about how tough it is to pick up where you left off in a project, especially after interruptions or task-switching. I’m curious: Would love to hear your war stories, tips, or even things you wish existed to make this easier.  ( 3 min )

Leaderboards are everywhere in AI these days. They help us compare models, track progress, and decide which ones are worth our time and resources. But sometimes, a model's top score might raise an eyebrow—almost like it knew the answers ahead of time. It’s easy to assume the highest-ranked models are the smartest or most capable. But in reality, there’s a subtle issue that can throw these rankings off. And while it might sound like cutting corners, it’s not always that simple—or even wrong. In this article, we’ll take a closer look at how this issue impacts model evaluations, why it’s more common than you might think, and how, when handled carefully, it can actually make models more useful in practice. Think of training an AI model like preparing a student for an exam. Now imagine if that …  ( 5 min )

From Side Hustles to Freelancing Full-Time: A Real Look at the Transition Reynaldo Dayola ・ Jun 17 #freelancing #career #productivity #selfimprovement  ( 2 min )

Passing argument by object reference, you will not understand in coding level it more of memory thing how memory work for passing an argument I will give you two example from python and C. Creating my_box: Python creates a dictionary {"item": "old toy"} at some memory address, say 0x1234. my_box is a variable that holds the reference 0x1234 (the address of the dictionary). Calling change_box(my_box): The function change_box gets a copy of the reference 0x1234, stored in its parameter box. Now, both my_box (outside) and box (inside the function) point to the same dictionary at 0x1234. 3.Modifying the Object: When box["item"] = "new toy" runs, it modifies the dictionary at 0x1234. Since my_box still points to 0x1234, it sees the change ({"item": "new toy"}). What If We Reassign? (Uncomment the line): If you uncomment box = {"item": "another box"}, Python creates a new dictionary at a different address, say 0x5678. Now, box points to 0x5678, but my_box still points to 0x1234. The original dictionary (my_box) remains unchanged. num is stored at some memory address, say 0x1000, with value 10. The function try_to_change gets a copy of num’s value (x = 10) stored at a different address, say 0x2000. Changing x only affects 0x2000, not 0x1000. Passing by Reference Using Pointers I know this topic is complicated, not easy to understand. But please do let me know which part you don't understand. This is easiest way to understand.  ( 4 min )

現代の Web アプリの多くは SPA (エスピーエー、Single Page Application) と呼ばれる形式で作られています。これは、ページ遷移してもブラウザの再読み込みがなく、スムーズなユーザー体験を提供するアプリのことです。 SPA において、異なる「ページ」への URL の切替えや、それに応じたコンポーネントの表示を管理するのが ルーティング (routing) ライブラリ です。 Vue では公式のルーティングライブラリとして Vue Router (vue-router) が広く使われています。 +-------------------------------------------------------+ | Web / アプリ サーバー | +-------------------------------------------------------+ ^ | Vue Router 管轄外の場合、 | サーバーリクエスト | +-------------------------------------------------------+ | ブラウザ (SPA) | +-------------------------------------------------------+ | URL: example.com/ URL: example.com/about …  ( 3 min )

A website can load its content in a flash, but if users can't click, scroll, or interact with it, the experience feels broken. This delay, known as Time to Interactive (TTI), is often caused by third-party scripts (for analytics, chat widgets, etc.) blocking the main thread. At NextBlock CMS, we're engineering a solution to this problem from the core. We are meticulously auditing every script and using the Next.js component to load them intelligently, ensuring your site becomes interactive as quickly as possible. Our approach uses two key strategies: strategy="afterInteractive" for Essential Scripts: For scripts that are important but not critical for the initial render (like analytics), we use this strategy. It tells the browser to load the script after the mai…  ( 3 min )

Git Hooks are awesome - in theory. They let us: test before doing a commit. ✅ lint code before a push. ✅ prevent interns from crashing production due to untested code 😱 But let's be honest, how many of us really use them huh? Most of us probably don't use them mainly because: They live inside of .git/hooks directory They can't be version controlled Feel like a trap - what if I mess up and do push to production but the hook didn't work and now the entire site crash(maybe that's why the internet is down today?) So, most of us, like me just: Ignore them completely Or if you feel like killing yourself, you code in JS and can just use Husky - Which is amazing but nodejs only Feeling trapped to use node everywhere(even the backend 😱), I decided to write a CLI based tool, GetHooky, to manage al…  ( 4 min )

🎯 Objective Demonstrate how to exploit a blind SQL injection vulnerability when: The application does not return any visible output. Error messages are suppressed or handled gracefully. No conditional response difference is observed. In such cases, we can use time-based blind SQL injection — where the attacker forces the database to wait (delay) for a certain amount of time depending on whether an injected condition is TRUE or FALSE. This delay allows us to infer sensitive data one character at a time based on how long it takes for the HTTP response to arrive. Key Concepts 1️⃣ Blind SQL Injection A type of SQL injection where the attacker cannot see the results of their query. There's no direct output or error message returned from the application. There are two main types:…  ( 5 min )

Last time, we compared LangGraph.js and LlamaIndex.ts to see which framework makes building AI agents in JavaScript easier. Today, we’re going one step further: building a production-ready AI agent backend using NestJS and LangGraph. We’ll break down the architecture, implementation details, and how to harness LangGraph’s power to build stateful, conversational agents. And to make things faster for you, I’ll also introduce Agent Initializr a tool I built to help you scaffold AI agent backends in minutes. As mentioned in the previous article, LangGraph is a powerful agent framework, especially when used with LangChain.js. But its real strength is flexibility: it’s not tightly coupled to any one library. In this project, I’m using LangChain.js, but you’re free to pair LangGraph with any AI f…  ( 7 min )

Are you tired of wrestling with complex state management in Flutter? Struggling with Provider patterns or feeling overwhelmed by Bloc architecture? You're not alone—thousands of Flutter developers face this exact challenge every day, spending countless hours debugging state-related issues instead of building amazing user experiences. State management is often the biggest hurdle for new Flutter developers, leading to buggy apps, poor performance, and frustrated users. Traditional approaches like Provider or Bloc, while powerful, often require extensive boilerplate code and steep learning curves that can discourage beginners from pursuing Flutter development. Enter GetX—a revolutionary approach to Flutter state management that's both powerful and beginner-friendly, requiring up to 70% less b…  ( 14 min )

Because sometimes, the best way to understand a framework... is to try rebuilding it from scratch. Frameworks are like magic tricks — they look simple on the outside, but try to reproduce one, and you’ll realize just how many hidden mechanisms are involved. Cloning a web framework forces you to confront questions like: How is routing resolved? Where does state live? How is middleware applied? What happens when an error is thrown? Can you express a feature without undocumented coupling? In short: cloning exposes architecture. And architecture, not syntax, is where complexity hides. This list isn’t about how popular or feature-rich a framework is. It’s about how difficult it is to replicate its core logic. Framework Clone Difficulty Why it’s hard Express (Node) 🟢 Easy Minimal abstrac…  ( 4 min )

Em um mundo cada vez mais dinâmico, a gestão eficiente do tempo é essencial tanto na vida pessoal quanto no ambiente profissional. Uma das ferramentas mais úteis nesse contexto é a calculadora horario. Com ela, é possível realizar cálculos de horas com precisão, evitando erros manuais e otimizando tarefas do dia a dia. Seja para controlar a carga horária de trabalho, organizar turnos, calcular o tempo entre atividades ou registrar entradas e saídas, a calculadora horario oferece uma interface prática e intuitiva. Você pode usá-la para calcular horas trabalhadas, tempo extra, horas faltantes e até mesmo intervalos. Isso a torna ideal para empregados, empregadores, freelancers e estudantes. Além disso, essa ferramenta online é acessível a qualquer hora e de qualquer dispositivo com internet, sem a necessidade de instalar aplicativos ou fazer cadastros. Tudo é feito diretamente pelo navegador, o que garante praticidade e agilidade. Outro ponto positivo é a precisão nos resultados. Diferente de anotações manuais, a calculadora horario elimina o risco de falhas humanas, gerando confiança nos dados obtidos. Isso contribui para a transparência em registros de ponto, elaboração de folhas de pagamento ou planejamento de estudos. Com uma rotina bem organizada, ganhamos mais tempo livre e produtividade. Por isso, investir em soluções que otimizam o tempo é fundamental. A calculadora horario é uma aliada simples, eficiente e gratuita para quem deseja aproveitar melhor cada minuto do seu dia. Explore os benefícios dessa ferramenta e transforme sua maneira de gerenciar o tempo.  ( 3 min )

In 2025, artificial intelligence is no longer just a buzzword—it’s the engine behind critical decisions across industries. From healthcare diagnostics to financial loan approvals and recruitment processes, AI adoption is accelerating at breakneck speed. But with this rapid growth come serious concerns: data privacy violations, algorithmic bias, opaque decision-making, legal liability, and eroding public trust. To navigate this high-stakes environment, businesses need a clear strategy—enter the AI governance compliance framework. This structured approach ensures that AI systems are developed, deployed, and maintained in ways that are ethical, transparent, and legally compliant. That’s where Essert Inc. comes in. As a leading provider of AI governance solutions, Essert empowers organizations…  ( 6 min )

📚 Série: Quarkus: Desvendando o Desenvolvimento Moderno com Java Este é o quarto capítulo de uma série completa sobre Quarkus. Prepare-se para uma jornada que vai transformar sua visão sobre desenvolvimento Java moderno! Imagine desenvolver uma aplicação que funciona perfeitamente em desenvolvimento, mas quando chega à produção... 💥 BOOM! Problemas de configuração em todos os lugares. Familiar? A configuração é literalmente o coração de qualquer aplicação moderna. É ela que permite que seu código se adapte graciosamente a diferentes ambientes sem precisar recompilar ou alterar uma única linha de código. No Quarkus, esse processo não é apenas simples - é elegante. O Quarkus oferece um sistema de configuração robusto e flexível, baseado na especificação MicroProfile Config, que transforma…  ( 6 min )

Day 17: Grover’s Algorithm & Search Problems [Code 1] - Grover: https://github.com/paulobmsousa/QuCode_21DaysChallenge/blob/main/QuCode_Day17_GroverAlgorithmSearchProblems_Ex1.py  ( 2 min )

Freelancing is often glamorized. We hear stories of people ditching their 9-to-5 jobs to work from beaches, laptops open, inboxes full of passive income. But anyone who's made the switch knows the truth is far more complex, and that’s what makes this Hackernoon article so valuable. This write-up takes you through what really happens when you go from side gigs to full-time freelancing. It’s not just about quitting. It’s about building structure, facing income instability, writing your own contracts, and staying disciplined without a boss to answer to. It draws from lived experience. The original video that inspired the article was created by Ashkan Rajaee, whose insights on remote work, entrepreneurship, and freelance structure have quietly built a loyal audience online. His approach stands…  ( 4 min )

Does the AI do the threat modeling of your software? johan sydseter for OWASP® Foundation ・ Jun 11 #ai #threatmodeling #appsec #openai  ( 2 min )

As developers and DevOps engineers, it's common to contribute to both personal and professional projects. However, using two GitHub accounts on a single machine can lead to identity conflicts, unverified commits, or accidentally pushing to the wrong repository. In this guide I’ll walks you through setting up two GitHub accounts securely, cleanly, and with verified SSH-signed commits all on a single machine. Work with both personal and work GitHub repositories (public & private). Use two separate GitHub accounts on one machine. Ensure verified commits via SSH commit signing. Maintain a scalable, secure, and professional Git setup. Create separate SSH key pairs for each GitHub account: You can name these according to your preferences while generating the SSH keys for-personal for-work # …  ( 5 min )

Introduction to State Management in Android Android state management is the process of tracking and saving an application's data?such as UI state, user input, and business logic during its lifetime. Good Android state management keeps your app responsive, predictable, and resilient, particularly when handling screen rotation, backgrounding, or complex user flows. With more sophisticated applications, correct UI and data flow management are even more important. Android provides many efficient, high-performance state management tools like ViewModel, LiveData, StateFlow, and Jetpack Compose's state management capability. This simple, step-by-step tutorial is designed to help you simplify complex logic with new technology and practical advice? ideal for new and experienced developers who wan…  ( 6 min )

Scenario In my project, we have over 10+ users with access keys. Most of the access keys were 300–400 days old. Having access keys lying around for a long period poses a security risk, which is unacceptable. They’re not just a minor security issue — they’re multimillion-dollar liabilities. The issue I can see is that no one remembers to rotate the access keys, so I thought of building a Lambda function that could remind the team to rotate the keys after a certain number of days. Different organizations enforce varying rotation policies — some require rotation every 30 days, others allow 60 or 90 days before access keys must be refreshed. My solution needed to accommodate these different requirements while being easy to deploy and maintain. In this blog post, I’ll walk you through the com…  ( 9 min )

Caching is difficult to get right and often means you need to pull in additional frameworks into your code. Fine tuning the balance between performance and data freshness takes time and experience. In case of User-Agent integrations (for example, an application UI running in your user’s browser), it is even more crucial, as the User-Agent is rarely under your control and yet demands fast response times. This is why often I opt to provide cache recommendations for the service side in many cases. One such example of this in the product I work heavily with Authress. That doesn’t mean you can’t cache returned values for longer. I'm going to use Authress as example for caching, so a quick summary might make sense. Authress provides login and access control for the applications you write. This m…  ( 9 min )

I'd like you to try and review my first app called Bored, Its made to be a counter to doomscrolling so instead of scrolling aimlessly on my app you can random but interesting facts from all over the world, humanity, culture, history etc. The app also has a discussions forum here people share their ideas or opinions on Movies, dating, sport, gaming, friendship. The app is supposed to be a genuine and wholesome environment to stimulate the mind. I'm looking for reviews and feedback Bored  ( 2 min )

Tired of debugging implicit middleware? Struggling to trace side effects in scattered Next.js API Routes? You're not alone. Tirne is here to change that. It's not just a framework. It’s a declarative, fetch-native architectural DSL for building edge-first APIs. Tirne doesn’t just run your code. It structures it. Declarative routes: Define your API like a schema, not scattered handlers Explicit side effects: Middleware is opt-in, visible, testable Edge-native speed: Designed for Bun, Workers, and zero-cold-start runtimes Type-aligned logic: Middleware and handlers work seamlessly with types npx create-tirne-app ✔ Choose your target environment: › Bun / Workers ✔ Project folder: … my-tirne-app cd my-tirne-app bun install or npm install npm run dev or wrangler dev ✨ Your API will be availa…  ( 4 min )

TL;DR: npm is the default Node.js manager, functional but with notable performance and dependency management limitations. Yarn, once the faster challenger, now often struggles to keep pace with modern demands and has growing complexity. pnpm is the clear winner: blazing fast, incredibly disk-efficient, and solves long-standing dependency issues with clever engineering. If you prioritize performance, integrity, and robust dependency control for your projects – pnpm is the indisputable path forward. Why Package Managers Matter (And Why Your Choice is Crucial) As JavaScript developers, package managers are the backbone of our projects, handling everything from installing and updating to removing third-party libraries. But with so many options, the choice isn't trivial. I've …  ( 6 min )

Transforming unprocessed text data into organized formats like CSV is a frequent necessity in various Java applications, whether it's for managing logs, imports, or preparing extensive datasets for analysis. By utilizing the GroupDocs.Conversion Cloud Java SDK, developers can convert TXT files to CSV with minimal setup and impressive precision, all while taking advantage of a secure and scalable REST API. This Cloud SDK and REST API is tailored for developers who wish to steer clear of constructing manual parsers or interfacing with complex open-source libraries. With just a few API requests, your Java application can seamlessly convert unstructured TXT content into neatly formatted CSV files that are suitable for spreadsheets, databases, or additional automated processes. It’s light, clou…  ( 3 min )

Tired of messy, boilerplate-filled form code in React? This guide by Dave Ceddia shows you how to build forms in plain React — no libraries, just fundamentals. ✅ Clean, minimal code ✅ Master form logic ✅ Learn how libraries work under the hood Whether you're a React newbie or looking to sharpen your basics — this is a must-read.  ( 2 min )

In a landscape full of ever-evolving web technologies, one language remains surprisingly resilient, powerful, and indispensable—PHP. While trends often shift toward newer frameworks and JavaScript-heavy stacks, PHP has quietly matured into a versatile powerhouse, especially for scalable backend systems, enterprise applications, and cloud-based solutions. If you think PHP is outdated, it might be time to look again. PHP’s modern evolution offers unmatched compatibility across platforms, an extensive set of frameworks like Laravel and Symfony, and exceptional speed for web app development. Its open-source foundation, backed by a massive developer community, ensures that the technology remains flexible, secure, and highly customizable—qualities that businesses seek when building dependable di…  ( 3 min )

Bipolar disorder is a complex and often misunderstood mental health condition characterized by dramatic shifts in mood, energy, and behavior. These mood changes typically occur in two phases: manic (or hypomanic) episodes and depressive episodes. For individuals living with bipolar disorder, navigating these extremes can be overwhelming and disruptive to daily life. But with awareness, early recognition, and proper treatment, it is possible to manage symptoms effectively and regain a sense of balance. What Is Bipolar Disorder? Bipolar disorder is a chronic mental health condition that affects mood regulation, causing cycles of high-energy (mania or hypomania) and low energy (depression). These cycles can last days, weeks, or even months and differ in intensity depending on the type of bipo…  ( 5 min )

Decoding VLMs: A Simple Explanation of Vision-Language Models In the rapidly evolving landscape of artificial intelligence, Vision-Language Models (VLMs) represent a significant leap forward, bridging the previously distinct domains of computer vision and natural language processing. Unlike earlier AI systems that excelled at either “seeing” (analyzing images) or “understanding” (processing text), VLMs are multimodal powerhouses, capable of seamlessly interpreting and generating content that incorporates both visual and linguistic information. At their core, VLMs typically integrate a sophisticated vision encoder, which extracts meaningful features from images or videos, with a powerful language model (often a large language model or LLM) that understands and generates human-like text. Th…  ( 10 min )

If you're working with 𝗔𝗦𝗣.𝗡𝗘𝗧 𝗖𝗼𝗿𝗲 𝗪𝗲𝗯 𝗔𝗣𝗜𝘀 𝗼𝗿 𝗠𝗶𝗻𝗶𝗺𝗮𝗹 𝗔𝗣𝗜𝘀, you’ve probably used Swagger UI. But have you ever wondered 𝗵𝗼𝘄 𝘁𝗵𝗮𝘁 𝗔𝗣𝗜 𝗱𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝗶𝘀 𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗰𝗮𝗹𝗹𝘆? It’s powered by the 𝗢𝗽𝗲𝗻𝗔𝗣𝗜 𝗺𝗲𝘁𝗮𝗱𝗮𝘁𝗮 collected from your endpoints. 𝗛𝗼𝘄 𝗜𝘁 𝗪𝗼𝗿𝗸𝘀 ASP.NET Core collects metadata from your web API routes and uses it to build an OpenAPI (Swagger) document. There are two types of APIs: 🔹 Controller-based APIs These rely on attributes like [HttpGet], [FromBody], and [Produces]. [ApiController] attribute. 🔹 Minimal APIs ( .NET 6/ 7/ 8/ 9) These use extension methods like .WithSummary(), .WithDescription(), and .WithName() to define metadata manually. 𝗘𝘅𝗮𝗺𝗽𝗹𝗲 (𝗠𝗶𝗻𝗶𝗺𝗮𝗹 𝗔𝗣𝗜 𝗶𝗻 .𝗡𝗘𝗧 𝟵) app.MapGet("/tasks", () => new[] { "Task 1", "Task 2" }) This metadata will appear in: Swagger UI: /swagger JSON doc: /openapi/v1.json Advantages: Makes your APIs 𝗲𝗮𝘀𝘆 𝘁𝗼 𝘂𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱 Helps frontend devs 𝗾𝘂𝗶𝗰𝗸𝗹𝘆 𝗲𝘅𝗽𝗹𝗼𝗿𝗲 endpoints Builds professional and 𝘀𝗲𝗹𝗳-𝗱𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗶𝗻𝗴 APIs Boosts integration speed and reduces confusion 𝗛𝗮𝘃𝗲 𝘆𝗼𝘂 𝘀𝘁𝗮𝗿𝘁𝗲𝗱 𝘂𝘀𝗶𝗻𝗴 𝘁𝗵𝗲 𝗻𝗲𝘄 .𝗪𝗶𝘁𝗵𝗦𝘂𝗺𝗺𝗮𝗿𝘆() 𝗮𝗻𝗱 .𝗪𝗶𝘁𝗵𝗗𝗲𝘀𝗰𝗿𝗶𝗽𝘁𝗶𝗼𝗻() 𝗺𝗲𝘁𝗵𝗼𝗱𝘀 𝗶𝗻 𝘆𝗼𝘂𝗿 .𝗡𝗘𝗧 𝟵 𝗺𝗶𝗻𝗶𝗺𝗮𝗹 𝗔𝗣𝗜𝘀? 𝗡𝗼𝘁𝗲: ASP.NET Core does 𝗻𝗼𝘁 use XML comments for OpenAPI metadata.  ( 3 min )

Introduction In a world where customer expectations are sky-high and loyalty is hard-won, businesses can no longer afford to deliver “good enough” experiences. Today’s consumers expect seamless interactions, personalized service, and instant gratification—across every channel and device. That’s where custom software comes in. Unlike generic, off-the-shelf solutions, custom-built tools are tailored to meet your customers’ exact needs - creating faster, smoother, and more meaningful interactions. Let’s explore five powerful ways custom software can transform your customer experience (CX): Personalization at Scale Customers crave experiences that feel made just for them. Custom software enables you to collect, analyze, and act on customer data in real time—allowing you to: Recommend products…  ( 4 min )

Para começar instale o Node.js, estou usando para esse tutorial a versão 24.1.0, mas a versão LTS no momento é a 22.16.0. https://nodejs.org/en Crie um pasta com o nome do seu projeto de estudos, abra ela dentro do terminal e digite: npm init Irá iniciar um prompt perguntando algumas informações, que em outro artigo posso explicar cada uma delas, mas por enquanto vamos apenas ir aceitando tudo até ele gerar um arquivo chamado package.json. Abra seu projeto no Visual Studio Code, estando dentro da pasta no terminal basta digitar: code . Agora vamos dar um aspecto de um projeto mais real, criar as seguintes pastas e arquivos para que a estrutura fique igual a imagem abaixo: Vamos apenas colocar um conteúdo de exemplo em cada arquivo, no index.html você pode adicionar o código a seguir: …  ( 4 min )

In this article, I will show you how to begin with web-based wearables applications, why this trend is only growing, and how to develop quick, efficient, and interactive applications that literally rest at your fingertips, on your wrist. 🧠 Why Web on Wearables Is the Next Big Leap Wearables are personal technology. They're with you when you sleep, walk, run, or even meditate. The interactions are fast, contextual, and glanceable. That means: Functionality needs to triumph on utility first, then on complexity Performance and battery life matter more now than ever While native apps rule the wearables space, there is untapped potential for Progressive Web Apps (PWAs), Web Bluetooth, Web NFC, and WebAssembly to help deliver exciting web-based experiences. 📲 The Transition: From Responsive …  ( 4 min )

Hey devs 👋 I've been working on an open-source project called Userverse — a user and role management backend built in Python. Right now, it's a simple HTTP API with plans to grow into a full-stack solution by integrating a Flutter frontend. ✨ The goal: Make it easier for devs to manage users, roles, and access across different apps — fast, clean, and extensible. 🔧 Tech stack: Python backend (FastAPI) Flutter frontend (in progress) AI ideas for smarter defaults & recommendations down the line I’d love your feedback: What would you want from a user management solution? Any pain points you’ve had integrating auth/permissions? Would you use a tool like this in your own projects? Feel free to check it out and star/fork if it vibes with you 💫 GitHub repo  ( 3 min )

In the mobile-first world, users expect seamless navigation between apps and websites. Deep linking bridges that gap by allowing you to link directly to specific content within a mobile app, and in Flutter, it's easier than ever to implement. In this blog, we’ll dive into what deep linking is, why it matters, and how to implement it in your Flutter application. Deep Linking refers to the practice of launching an app and opening a specific page (or route) within it using a URL. For example, clicking a link like myapp://product/123 opens the product detail page for item ID 123 in your app. There are three main types of deep links: 1. Traditional Deep Links: Work if the app is already installed. 2. Deferred Deep Links: Work even if the app isn’t installed; the user is taken to the app store f…  ( 7 min )

Streamlining Design to Code with AI AI is changing how we build Android apps, especially when it comes to turning designs into actual code. It's not about replacing developers, but more about giving us tools to work faster and smarter. I've been playing around with some AI-powered solutions, and it's pretty wild how much time they can save. Automating UI Generation for Kotlin One of the coolest things is how AI can now generate UI code directly from design mockups. Forget manually coding every button and layout – AI can analyze a design and spit out the Kotlin code for it. It's not always perfect, of course. You still need to tweak things and make sure everything is pixel-perfect, but it gets you a huge head start. I remember spending hours just setting up basic layouts, and now AI can do…  ( 5 min )

The AI Revolution 2025: A Visual Journey Through Breakthroughs and Ethical Frontiers AI is revolutionizing every aspect of our lives, from healthcare to transportation and beyond. This comprehensive guide explores the current state and future potential of artificial intelligence. In 2025, artificial intelligence has evolved from a promising technology to a fundamental driver of innovation across all sectors. This article provides an in-depth analysis of the current AI landscape, emerging trends, and what the future holds for this transformative technology. We'll explore real-world applications, technical breakthroughs, and the societal implications of these rapid advancements. Artificial Intelligence has transitioned from science fiction to an integral part of our daily lives at an unpr…  ( 12 min )

The ride-hailing industry has transformed urban mobility, but building a robust, scalable platform like Uber involves complex technical challenges that go far beyond simple GPS tracking. After working on multiple ride-hailing implementations, I've learned that the real complexity lies in handling real-time operations at scale. The foundation of any ride-hailing app is efficient location tracking and matching. Here's what you're really dealing with: // Simplified driver location update handler const updateDriverLocation = async (driverId, coordinates) => { // Update location in real-time database await redis.geoadd('active_drivers', coordinates.longitude, coordinates.latitude, driverId ); // Broadcast to nearby ride requests const nearbyRequests = await findNearbyR…  ( 5 min )

Microsoft 365 E5 is widely recognized as Microsoft’s most comprehensive productivity and security suite — but not every organization needs Microsoft Teams. Enter Microsoft 365 E5 (no Teams): all the power of E5, minus the collaboration features of Teams. It’s an ideal solution for organizations with strict regulatory policies, internal Teams alternatives, or simply looking to avoid additional licensing conflicts in regulated regions like the EU. In this blog, we’ll break down what Microsoft 365 E5 (no Teams) includes, who it’s for, its pricing, and why it might be the most efficient Microsoft license for your enterprise. Microsoft 365 E5 (no Teams) includes everything from the standard E5 plan, except Microsoft Teams. It provides: Full Office desktop apps (Word, Excel, PowerPoint, Outlook,…  ( 5 min )

Investing in a custom web application is a strategic move for businesses aiming to streamline operations, deliver unique digital experiences, or launch scalable SaaS products. But one of the most common questions decision-makers face is: The answer isn’t always straightforward—custom web application development services vary in cost based on project complexity, features, technology, and location of your development team. Whether you're building a simple MVP or a full-fledged enterprise platform, understanding the cost drivers is essential for smart budgeting. Average Cost Estimates by Project Type Here’s a general breakdown of development costs depending on the type and scale of the web application: Project Type & Estimated Cost (USD) MVP for Startup $10,000 – $25,000 Note: These are est…  ( 4 min )

Copy and paste cool css mesh gradients // Built for Devs Copy-Paste Beautiful Mesh Gradients Instantly — Built for Devs Building beautiful interfaces takes time, and sometimes, all you need is the right gradient. Test it out!: http://cssmesh.com/ That’s why I created a simple tool for developers to instantly copy CSS mesh gradients. No signups. No fluff. Just clean, ready-to-use code. You can: Mesh gradients can add depth and personality to your UI. But writing them by hand? A pain. This tool makes it effortless. Whether you’re working on a landing page, a dashboard, or a portfolio — grab a mesh gradient and move on. How to use it Once you copy the code, drop it straight into your CSS like this: .element { background-color: hsla(79, 98%, 66%, 1); background-image: url("data:image/svg+xml,%3Csvg viewBox='0 0 1799 1799' xmlns='http://www.w3.org/2000/svg'%3E%3Cfilter id='noiseFilter'%3E%3CfeTurbulence type='fractalNoise' baseFrequency='0.65' numOctaves='3' stitchTiles='stitch'/%3E%3C/filter%3E%3Crect width='100%25' height='100%25' filter='url(%23noiseFilter)'/%3E%3C/svg%3E"), radial-gradient(circle at 94% 95%, hsla(170, 88%, 68%, 1) 3%, transparent 76%), radial-gradient(circle at 89% 34%, hsla(263, 96%, 51%, 1) 1%, transparent 86%), radial-gradient(circle at 86% 50%, hsla(318, 80%, 65%, 1) 7%, transparent 76%), radial-gradient(circle at 89% 79%, hsla(248, 76%, 53%, 1) 7%, transparent 87%), radial-gradient(circle at 15% 44%, hsla(4, 74%, 80%, 1) 15%, transparent 81%), radial-gradient(circle at 99% 20%, hsla(75, 88%, 92%, 1) 1%, transparent 68%); background-blend-mode: overlay, normal, normal, normal, normal, normal, normal; } You can apply it to body, div, or any element where you want a vibrant mesh backdrop. That’s it. No dependencies, no frameworks,….just CSS.  ( 3 min )

As businesses adapt to hybrid and remote work, securing productivity tools and data across devices has become essential. Microsoft 365 Business Premium provides a complete package designed specifically for small to mid-sized businesses that require robust security, device management, and collaboration tools—without the complexity of the enterprise-grade E5 tier. In this guide, we’ll explore Microsoft 365 Business Premium from an IT administrator’s point of view: what it includes, why it matters, how to deploy it, and what scripts and tools can help with management and automation. Microsoft 365 Business Premium combines: - Office 365 Apps (Outlook, Word, Excel, PowerPoint, Access) - Exchange Online, SharePoint Online, Teams - Microsoft Defender for Business - Intune for device and applicat…  ( 5 min )

The Interview That Changed Everything Let me take you back to an interview we had—not long ago—with a candidate whose résumé was an actual masterpiece. MIT grad, five languages, built half the tools your team probably uses. But somewhere between, “Tell us about your last team project,” and “How do you handle feedback?” we realized… something was off. No eye contact. No energy. The moment we brought up clients or communication, the vibe dipped like a bad internet connection. We didn't hire him. It wasn’t about skills. It was about fit. And more importantly—it was about people. At Einfratech Systems, we love a well-structured function as much as the next dev team. But if there’s one thing we’ve learned over the last few years, it’s this: You can train a person to write better code. You …  ( 4 min )

Ever joined a GitHub Enterprise and thought, “Who organized this… chaos?” I created this post because in the last few months I always got the same questions from customers about how they could structure GitHub Enterprise, especially something like: “How many organizations I need to create?” GitHub Enterprise is incredibly powerful — but only if it's structured right. As your engineering org grows, so does your sprawl: multiple organizations, dozens (or hundreds) of repositories, unclear team access, and policies all over the place. The result? Confusion, security gaps, and onboarding pain for every new dev. I’ve seen GitHub Enterprise setups ranging from tightly governed to wild west mode, and the difference usually comes down to one thing: how well the org is structured. This post is base…  ( 6 min )

Let’s face it, today’s enterprise dev teams are expected to move fast and write flawless Python code. Isn't it? I know the struggle. That’s a tough combo. But here’s the good news: AI isn’t just hype anymore, it’s quietly transforming how we build and maintain software. I’ve seen it firsthand. With the right tools, you can automate the boring stuff, catch bugs before they bite, and even tighten up your code reviews without burning out your team. In this article, I’ll walk you through six powerful ways AI can instantly boost your Python code quality. From AI-powered review agents to smarter test generation, these techniques are already helping top teams ship cleaner, more reliable code & faster. Manual code reviews can be slow, inconsistent, and easy to overlook minor errors, especially a…  ( 8 min )

NEWSARC.io: A New Way to See the World — Perspective on a Timeline Introduction: Have you ever felt like you’re only seeing part of the story? Imagine standing in a room with just one tiny window. Every day, you look through it and see the same view. It becomes familiar — comforting, even — but deep down, you know there’s more out there. That’s how reading the news often feels for me. While trying to understand global events — wars, politics, markets, climate crises — I kept hitting the same wall: limited perspectives, missing context, and headlines that seemed to nudge me toward a conclusion rather than help me form one myself. I didn’t want pre-packaged opinions. I wanted the full picture and to be able to research myself. As a developer (and, let’s be honest, a bit of a news junkie r…  ( 5 min )

Ever played a free browser game and thought, “I wish there was a single hub to discover the best indie titles”? That’s exactly what BlazeGameTide offers—a clean, community‑driven portal where players can browse, play, and share free HTML5 games. In this tutorial, we’ll walk through the architecture, tech stack, and key features you need to build your own game‑discovery site. By the end, you’ll have a roadmap for creating a scalable, SEO‑friendly portal that highlights Latest Featured, Fresh, and Random games, complete with categories, tags, and admin tools. Before writing a single line of code, sketch out your high‑level architecture: Frontend Framework: React (with Next.js for SEO and SSR) Styling: Tailwind CSS for rapid, responsive layouts Routing: File‑based via Next.js, with dyna…  ( 5 min )

What is Recursion? Recursion is when a function calls itself to solve smaller parts of a problem — ideal for tasks that can be broken down into repetitive subproblems. ✅ Basic Recursive Structure def function_name(): # base condition if condition: return something else: return function_name() # recursive call Without a base condition, the function will keep calling itself forever — causing a RecursionError. 💡 Example 1: Factorial Using Recursion def factorial(n): if n == 0 or n == 1: # base case return 1 else: return n * factorial(n - 1) print(factorial(5)) # Output: 120 Here’s how it works: factorial(5) → 5 * factorial(4) → 5 * 4 * factorial(3) → 5 * 4 * 3 * factorial(2) → ... → 5 * 4 * 3 * 2 * 1 = 120 💡 Example 2: Fibonacci Series Using Recursion def fibonacci(n): if n == 0: return 0 elif n == 1: return 1 else: return fibonacci(n-1) + fibonacci(n-2) for i in range(7): print(fibonacci(i), end=' ') # Output: 0 1 1 2 3 5 8 🔨 Mini Project: Factorial & Fibonacci Calculator def factorial(n): return 1 if n <= 1 else n * factorial(n - 1) def fibonacci(n): if n <= 1: return n else: return fibonacci(n - 1) + fibonacci(n - 2) num = int(input("Enter a number: ")) print("Factorial:", factorial(num)) print("Fibonacci:", fibonacci(num))  ( 3 min )

In distributed systems, coordinating access to shared resources—such as rows in a database, files, or operations like seat reservation or payment processing—can be challenging when multiple services are involved. This is where distributed locks come in. In this post, we’ll cover: What distributed locks are Why and when you need them Common pitfalls A practical example in Go using Redsync How to use the lockmanager from the go-common library to simplify implementation A distributed lock ensures that multiple nodes in a system do not simultaneously perform conflicting operations on shared resources. It’s the distributed equivalent of a mutex, but across processes and machines. Common Use Cases Preventing double booking in a ticketing system Ensuring only one worker processes a message from …  ( 5 min )

Introduction With the continuous expansion of the HarmonyOS ecosystem, applications need to adapt to multiple device forms such as phones, tablets, PCs, and foldable screens. Multi-device adaptation is crucial for improving user experience and represents the core manifestation of HarmonyOS's distributed capabilities. This article will detail official adaptation solutions and practical techniques to help developers build consistent application experiences across devices. Huawei's official multi-device adaptation guide: https://developer.huawei.com/consumer/cn/doc/harmonyos-guides/page-development. This document systematically阐述了适配原则、布局方案和设备特性利用方法, serving as the authoritative reference for multi-device development. Develop once, deploy across devices: Based on ArkUI's declarative developm…  ( 4 min )

Ever wanted to sneak through a maze as a shadowy ninja, dodging guards, grabbing scrolls, and escaping undetected? Let me take you through how I made it, what makes it tick, and how you can play it or even build your own. 🎮 What is Openstate? Sneak past patrolling guards with line-of-sight vision Collect hidden scrolls across a maze Use shadows and bushes to hide Escape through the exit — all without being caught Each level gets harder, and every run is unique thanks to procedural generation. 🎥 Gameplay Demo https://youtu.be/vvg_KIyrTkg 🧠 Key Features 🔁 Procedurally generated levels: New maze every time 🌌 Dynamic guard speed: Increasing challenge each level 📜 Scroll collection for stars 🥷 Crouch, hide, and sneak to survive 🌟 3-star rating system: Based on scrolls collected, exit reached, and stealth success 🔁 Game over + restart system if caught 🛠️ How It Was Built guard.py: AI, patrol logic, detection level.py: Handles maze, scrolls, exit, guards maze_generator.py: DFS-based maze generation ui.py: Timer, star count, detection alerts 💻 Powered by Amazon Q CLI 🧪 Challenges Faced Ensuring maze generation always leads to an exit Getting animations and UI overlays working properly in Pygame 🚀 Try the Game Yourself https://github.com/Kshitij-0007/openstate https://github.com/Kshitij-0007/openstate 🧠 Lessons Learned Simple AI systems can feel very smart with just a cone of vision and patrols Amazon Q CLI can boost productivity and structure — especially for solo devs 🛣️ What’s Next for Openstate? 🧠 Smarter guard AI variations 🧱 Level editor for custom mazes 💾 Save/load progress 🛍️ In-game power-ups like invisibility or speed boost 🙌 Final Thoughts Thanks for reading, and go give it a try! 🔧 Built With: Pygame Amazon Q CLI Canva (video editing) 🕶️ Peace, scrolls, and silent footsteps. Let me know if you'd like a thumbnail image or a post for LinkedIn too. Let's get this ninja everywhere. 🥷💻💥  ( 4 min )

An intelligent GitHub agent built with A2A (Agent-to-Agent) SDK that can query GitHub repositories, recent updates, commits, and project activity using natural language. This project implements an A2A Server that uses an OpenAI-based agent with GitHub API integration. The architecture consists of the following key components: A2A Server (__main__.py): The main server application that handles HTTP requests and manages agent lifecycle OpenAI Agent Executor (openai_agent_executor.py): Executes agent tasks with OpenRouter API integration GitHub Toolset (github_toolset.py): Provides GitHub API tools for repository operations Agent Definition (openai_agent.py): Defines the agent's capabilities and system prompt sequenceDiagram participant Client as A2A Client participant Server as A2A Se…  ( 5 min )

The universe of science and innovation has been formed by countless people, yet few have had quite as much of an effect as Al-Jazari. Brought into the world in the twelfth century in what is currently Turkey, Al-Jazari is frequently alluded to as the "father of advanced mechanics" for his pioneering work in the field of robotics. Nonetheless, his commitments to science and design go a long way beyond mechanical technology. Full research paper Al-Jazari was a Muslim researcher and creator who lived during the Brilliant Time of Islam, a time of incredible scholarly and social development that endured from the eighth to the fourteenth centuries. He is known for recording 50 mechanical developments, each with definite development drawings, in his book "The Book of Information on Cunning Mechan…  ( 4 min )

A website passes an automated accessibility scan with flying colors. The dashboard shows zero errors, and you're feeling confident. But when a screen reader user attempts to navigate the site-or someone tries to operate it with a keyboard only-the experience falls apart. Automated accessibility testing tools are useful, no doubt. They speed up checks, catch many critical issues, and help enforce web standards like WCAG. But they’re not infallible. Many nuanced and contextual issues fly under the radar, and relying on automation alone can give a false sense of compliance. To build truly inclusive digital experiences, human insight is essential. Below, we explore 12 real accessibility problems that automated tools often miss-and why it’s vital to complement automation with manual testing. Au…  ( 6 min )

Case Study of Interactive Liveness Detection in VisionKit on HarmonyOS 5.0 Abstract This article introduces how to use @kit.VisionKit to implement the interactive liveness detection function in HarmonyOS 5.0. By creating the VisionKitInteractiveLiveness component, users can request camera permissions and start liveness detection. Import relevant modules from @kit.AbilityKit, @kit.VisionKit, and @kit.ArkUI. Define the VisionKitInteractiveLiveness component and request camera permissions when the component is about to appear. Implement the requestPermissions method to request camera permissions and check the authorization results. Implement the start method to start interactive liveness detection after obtaining permissions. Build the UI interface, including a "Start Detection" …  ( 3 min )

Most B2C app founders assume subscriptions are their golden ticket to revenue. But what if we told you that 70% of a successful social investing app's revenue comes from brand partnerships, not subscriptions? In a recent episode of the Trophy Podcast, we sat down with Tim Johnson, head of brand partnerships at Blossom Social and former partnerships lead at Wattpad (acquired by Naver for $600M). Tim shared how he's generated over $2 million in partnership revenue for Blossom—a seed-stage company—and why brand partnerships might be the overlooked revenue stream your B2C app desperately needs. While most founders obsess over subscription metrics, Tim revealed a startling reality about Blossom's revenue mix: "30% of the revenue comes from subscriptions, which most apps are only half that 30%. …  ( 6 min )

Hey folks! TL;DR: Rive is a big deal for designers, and developers. I've been experimenting with motion design & micro interactions lately. As context, I'm a full stack dev with a background in design & motion. I've always dreamed about a way to make animations in After Effects that are NOT just meant to be exported as .mp4 files but actual interactive animations I could use on my websites or apps. Back in the day, I messed around with Lottie using the Bodymovin plugin for After Effets in order to achieve that. I'm not gonna lie: it "worked" but it was very bad DX and not really efficient (big JSON animation file). -- 5 years later -- I stumbled upon Rive and started to experiment with it, and wow it's exactly what I would dream about: An animation tool that can export lightweight and interactive animations with full control through code. The export is a .riv binary file that is loaded by the Rive SDK. Starting from that, you can interact with your data bindings and inputs set in Rive in plain JS, enabling infinite possibilities! My personal take is that with the incoming flood of average software due to AI, design delight will be back. And this Rive thing is probably a big deal for the future. Let me know your thoughts! Cheers.  ( 3 min )

Terraform gives you powerful tools to handle dynamic infrastructure at scale — but only if you use its data types right. Two essential helpers in your toolkit are map() and tolist(). This post shows you when and how to use them effectively, complete with real-world examples for loops, conditionals, and module configurations. map() in Terraform? A map in Terraform is a collection of key-value pairs. It’s useful when you want to centralize values based on specific keys (e.g., environments, regions, or instance types). map() Centralize values per environment (e.g., dev, staging, prod) Parameterize resources based on variable inputs Avoid messy conditional logic in modules map() Variable variable "region_ami_map" { type = map(string) default = { us-east-1 = "ami-1234abcd" …  ( 4 min )

Researching the best translation management system features is a smart move. After all, Translation Management Systems (TMS) are essential tools for implementing effective communication across multiple languages. Whether you’re a multinational corporation or a small business expanding internationally, choosing the right translation management software is crucial. But why is it so critical? Beyond regular translation tools, a TMS can streamline your translation processes, ensuring accuracy, efficiency, and consistency. But with so many options available, what translation management system features should you prioritize? When considering a Translation Management System (TMS), it’s crucial to recognize that a TMS is not merely a tool, but an integrated system designed to enhance every aspect …  ( 7 min )

Today day-7 class learned.Audio and YouTube video playing The controls attribute adds audio controls, like play, pause, and volume.The element allows you to specify alternative audio files which the browser may choose from. The browser will use the first recognized format. and tags will only be displayed in browsers that do not support the element.To start an audio file automatically, use the autoplay attribute.Add muted after autoplay to let your audio file start playing automatically Playing a YouTube Video in HTML Define an element in your web page <iframe width="420" height="315"  ( 3 min )

Terraform gives you powerful tools to handle dynamic infrastructure at scale — but only if you use its data types right. Two essential helpers in your toolkit are map() and tolist(). This post shows you when and how to use them effectively, complete with real-world examples for loops, conditionals, and module configurations. map() in Terraform? A map in Terraform is a collection of key-value pairs. It’s useful when you want to centralize values based on specific keys (e.g., environments, regions, or instance types). map() Centralize values per environment (e.g., dev, staging, prod) Parameterize resources based on variable inputs Avoid messy conditional logic in modules map() Variable variable "region_ami_map" { type = map(string) default = { us-east-1 = "ami-1234abcd" …  ( 4 min )

Senior developers face a productivity crisis. Research shows developers lose 8+ hours weekly to inefficiencies, with only 44% of managers aware of these issues. Context switching affects 43% of developers, while early-career developers doing 15 hours of deep work weekly advance faster than those doing only 4 hours. Traditional time management fails when you need to debug complex systems or design scalable architectures. The Pomodoro Technique works for shallow tasks, but senior-level challenges demand sustained attention. This is where the 4-hour focus block transforms your development workflow. Why 4 Hours? The Science Behind Extended Focus Blocks The Senior Developer Context Your daily challenges include: Complex debugging sessions that require following multiple code paths Architec…  ( 9 min )

One of the recurring issues many companies face is the struggle to optimize their financial systems. Delayed transactions and complex integrations often happen because there’s no real-time data coming in from customers. In most cases, this is due to financial information being locked away in separate systems. On top of that, customers expect smooth and seamless transactions, even as their needs continue to change. This growing demand creates more pressure on businesses to keep up. To resolve these challenges, open banking was introduced. It's a model that gives integrators more control over financial data, making it easier for businesses to deliver fast, secure, and personalized financial experiences. And it’s not just for financial service providers. Traditional companies can also tap int…  ( 9 min )

As developers, we often create temporary files or debug utilities during development. But what if you don’t want these debug files: to show up in git status or accidentally be committed yet you don’t want to edit .gitignore — especially in a shared codebase .git/info/exclude Git has a local-only ignore file, specific to your repo clone located at .git/info/exclude Anything you add there behaves just like .gitignore, but: It’s not version-controlled It won’t affect your teammates It’s perfect for one-off debug or temp files Why I Use This I had a helper function called useRenderCount() to count component renders while debugging a React app. I didn’t want to commit it by accident or to pollute the shared .gitignore Adding it to .git/info/exclude let me: keep the file locally use it freely never worry about it ending up in Git  ( 3 min )

As someone who’s built full-stack projects (React + Node + Mongo + Auth, APIs, UI logic, etc), I thought jumping into AI/ML would just be another tech stack to “𝘭𝘦𝘢𝘳𝘯 𝘢𝘯𝘥 𝘣𝘶𝘪𝘭𝘥”. But I was wrong. Right now, I’ve just reached logistic regression in a Udemy course by Krish Naik, and already I can feel how different this field is. 🚀 𝟭. 𝗜𝗻 𝗙𝘂𝗹𝗹-𝗦𝘁𝗮𝗰𝗸, 𝗬𝗼𝘂 𝗕𝘂𝗶𝗹𝗱 𝗙𝗮𝘀𝘁. 𝗜𝗻 𝗠𝗟, 𝗬𝗼𝘂 𝗧𝗵𝗶𝗻𝗸 𝗦𝗹𝗼𝘄. 𝘛𝘩𝘦𝘳𝘦’𝘴 𝘯𝘰 “𝘴𝘵𝘢𝘯𝘥𝘢𝘳𝘥 𝘸𝘢𝘺.” 𝘐𝘵’𝘴 𝘺𝘰𝘶 𝘷𝘴 𝘵𝘩𝘦 𝘱𝘳𝘰𝘣𝘭𝘦𝘮. 📐 𝟮. 𝗜 𝗪𝗮𝘀 𝗔𝗳𝗿𝗮𝗶𝗱 𝗼𝗳 𝗠𝗮𝘁𝗵 — 𝗕𝘂𝘁 𝗔𝗜/𝗠𝗟 𝗠𝗮𝘁𝗵 𝗶𝘀 𝗗𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁 📉 𝟯. 𝗬𝗼𝘂 𝗗𝗼𝗻’𝘁 “𝗪𝗿𝗶𝘁𝗲” 𝗠𝗟 𝗠𝗼𝗱𝗲𝗹𝘀 — 𝗬𝗼𝘂 “𝗚𝘂𝗶𝗱𝗲” 𝗧𝗵𝗲𝗺 🧠 𝟰. 𝗙𝗲𝘄𝗲𝗿 𝗙𝗶𝗹𝗲𝘀, 𝗕𝘂𝘁 𝗠𝗼𝗿𝗲 𝗕𝗿𝗮𝗶𝗻𝗽𝗼𝘄𝗲𝗿 🔍 𝟱. 𝗧𝗵𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗖𝘂𝗿𝘃𝗲 𝗶𝘀 𝗦𝘁𝗲𝗲𝗽 💡 Conclusion: Moving from full-stack to ML is less about learning new tools …and more about retraining how you think. Let me know if you’ve felt this shift too 👇 Or if you're making the same journey — let’s connect and learn together!x  ( 4 min )

February might be the shortest month, but we made every day count with new features and improvements tailored just for you. Check out the below updates that will make your experience smoother, faster, and better than ever. Ensuring accessibility is an ongoing activity. However, keeping up with regular accessibility testing can be challenging, and you may miss running checks that can lead to compliance risks, and manual testing takes time, as well. That’s where scheduling comes in. It helps schedule accessibility scans, allowing you to stay proactive, catch issues early, and maintain compliance without additional manual effort. To streamline this process, we have released the Accessibility Scheduling feature. This feature allows you to schedule (or automate) recurring or one-time accessibil…  ( 6 min )

Early computers, such as the ENIAC and the UNIVAC, had extremely limited resources by today's standards. Memory was scarce and expensive, often measured in kilobytes, and processors operated at speeds measured in kilohertz. For instance, the ENIAC had a memory capacity of about 20 words, each 10 decimal digits long, and operated at a clock speed of 100 kHz. These limitations necessitated a meticulous approach to software development, where every byte and clock cycle counted. Developers often wrote programs directly in machine code or assembly language to maximize efficiency. Machine code consists of binary instructions specific to the hardware, while assembly language uses mnemonics to represent these instructions. Both approaches allowed for precise control over hardware resources. For e…  ( 5 min )

Most developers are still building apps like it’s 2015. Jumping between Figma, Notion, Bubble, and ChatGPT. More hours. More tabs. More burnout. But in 2025, the smartest builders are taking a different path. They don’t hire teams. They hire one smart AI that works like a partner. From Code Monkey to Creative Director You wouldn’t hire a full-stack dev, a content strategist, a UX writer, and a project manager just to ship an MVP. You’d go broke before launching. So what if you could think like a founder — but execute like a team of 5, using one AI assistant that gets it? Welcome to the new model: What This Looks Like in Practice Visualize the Entire App in Minutes With [Chart Maker], I sketched the user flow with a simple prompt: “Create a flowchart for a social journaling app with streaks…  ( 4 min )

Check out this Pen I made!  ( 2 min )

🌐 Accessibility in HTML: Best Practices 🚀 Getting Started with Accessible HTML As part of my journey with @devsync , I’ve been diving deeper into the world of HTML—and one of the most eye-opening topics I’ve come across is accessibility. Accessibility is not just about making things work; it’s about making the web usable for everyone, including people with disabilities. 🌍 Over 1 billion people live with some form of disability. ⚖️ Accessibility isn’t just ethical—it’s often required by law. 💻 It improves usability for all users, not just those with disabilities. Semantic elements give meaning to content and help screen readers navigate better. Blog Title Blog content here... alt) for Images Always describe images using the alt at…  ( 3 min )

The tech world never stops evolving and neither should you. As we navigate deeper into an AI-driven, remote-first, and automation-heavy era, the definition of a "great software engineer" in 2025 is shifting. It’s no longer just about mastering syntax or deploying clean code. Today’s most impactful engineers bring a powerful mix of technical depth, adaptability, and cross-functional savvy. Whether you're just starting out or leveling up your dev career, here’s what’s non-negotiable in 2025. 1. Proficiency in AI-Integrated Development AI is no longer just a buzzword, it’s your coding partner. From GitHub Copilot to custom AI models, top engineers are leveraging AI to write, refactor, and even review code. Must-Know: How to prompt tools like Copilot and ChatGPT effectively. Using AI in CI/CD …  ( 4 min )

I used to have a tool for everything. One for debugging. The more tools I added, the more fragmented my workflow became. I wasn’t developing faster. That’s when I realized… I didn’t need more tools. I needed one smart assistant that thinks like a dev. The Developer’s Bottleneck Isn’t Code — It’s Context Switching You Google a Stack Overflow answer Bounce into VS Code Copy from ChatGPT Jump to Notion or Slack Rewrite the same function three times You’re not slow because you don’t know what to do. Enter: My AI Dev Stack (Without the Stack) Here’s what changed: One prompt replaces 5 tools I debug code, write docs, generate UI, and brainstorm systems — in one place It remembers my logic Crompt stores my dev patterns, past code snippets, and naming conventions so I never start from scratch It thinks in systems, not snippets Most AI gives you one-off answers. Crompt builds with you like a co-pilot who’s in sync with your style and stack Real-World Use Cases I Run Daily Write and optimize backend functions for async workflows Translate pseudocode into clean, production-level syntax Audit entire code blocks for bugs and performance Explain complex logic in plain English (great for team onboarding) Auto-generate documentation based on real code context The Hidden Benefit: Focus One platform means fewer tabs, fewer decisions, and more uninterrupted flow. I now spend more time solving real problems — and less time stitching my workflow together. No more prompt recycling. Developers Don’t Need More Power. They Need More Leverage. It’s here to: Accelerate the thinking process Protect your mental energy Build systems that scale with your growth That’s what Crompt AI does. It’s not a chatbot with code wrappers. Try the Stack That Replaces Your Stack Start building with one platform that evolves with you. Crompt AI is the all-in-one AI assistant that helps you think, code, ship, and optimize — like a founder-engineer, not a task-runner. Replace the clutter. Crompt is the dev stack without the stack.  ( 4 min )

A stakeholder comes to your desk. They're excited. "We need to use AI," they say, "to improve customer retention." You nod, open your editor, and you start thinking. Should I use XGBoost? Or maybe a neural network? How will I set up the pipeline? Stop. Right there. This is the single biggest mistake many of us make when we're starting out: we jump straight to thinking about solutions and algorithms. We're so excited to play with the cool, technical thing that we forget to ask the most important question first: What problem are we actually trying to solve? The most valuable skill for a data scientist isn't knowing every algorithm under the sun. It's easy, Google has ton of code to help with that, LLMs can help out too. So then what makes a Data Scientist more valuable than the readymade cod…  ( 7 min )

When you're looking for a database design tool, it's not just for fun - you actually need one! Maybe for a project, an internship, a thesis, or real production work. And most of us have a few clear criteria before we even start testing. First: can you afford it? Sure, there are plenty of tools on the market, from free to ridiculously expensive - but let’s be honest: you want something good and affordable. Second: does it work on your system? Whether you're on Windows, Mac, or Linux, it has to run smoothly and not make your setup a mess. That’s why checking for a free trial is a must. And finally, the most important part - what can the tool actually do for you? You probably want to: Draw diagrams without pain Work together with your team (and not overwrite each other’s work) Write and te…  ( 7 min )

Leveraging Generators for Coroutine-based Concurrency in JavaScript JavaScript has evolved dramatically since its inception, growing from a simple scripting language to a comprehensive platform for developing complex web applications. While the event-driven, non-blocking model of JavaScript (epitomized by its use in environments like Node.js) has allowed for remarkable advancements in asynchronous programming, the introduction of generators has opened a new door for legislators of code in the most nuanced forms of concurrency. This article aims to provide an in-depth exploration of using generators to implement coroutines for concurrency, featuring historical context, advanced techniques, real-world applications, and more. When JavaScript was first created, it adopted a callback-centric …  ( 6 min )

Introduction In 2025, India’s startup ecosystem is thriving like never before. Thanks to the integration of artificial intelligence (AI), many startups are scaling rapidly—achieving in months what used to take years. From personalized customer support to AI-powered analytics, Indian startups are redefining growth with technology. This article explores how Indian startups are using AI to scale faster in 2025, including use cases, tools, and real-world success stories. India ranks among the top 3 startup ecosystems globally. With over 100,000 active startups, AI is no longer a luxury—it’s a strategic necessity. AI is helping reduce costs, automate repetitive tasks, improve customer experience, and unlock insights faster than ever. Startups are using AI chatbots and voice bots to manage: •…  ( 5 min )

What is OpenAI Codex CLI OpenAI Codex CLI is an open‑source command‑line tool that brings the power of our latest reasoning models directly to your terminal. It acts as a lightweight coding agent that can read, modify, and run code on your local machine to help you build features faster, squash bugs, and understand unfamiliar code. Because the CLI runs locally, your source code never leaves your environment unless you choose to share it. Put simply — Codex is an AI-powered terminal agent that understands your codebase, makes edits, runs scripts, writes commits, and works entirely on your machine. Key Functionality: Multimodal input: pass text, screenshots, or diagrams Reads your project structure, dependencies, and files Can suggest or directly apply edits Integrates with Git (commits,…  ( 9 min )

In the fast-paced world of software development and digital work, the pace of technological evolution never stops. Developers and system administrators are constantly searching for more efficient tools and platforms. Enter Codigger, an innovative technology that is beginning to gain traction in the industry thanks to its unique positioning and architecture. Codigger is described as a “distributed operating system” that merges the portability and flexibility of a network operating system. This unique blend makes Codigger more than just a simple development tool; it’s evolving into a comprehensive digital work environment. For developers and sysadmins, Codigger focuses on enhancing programming efficiency and streamlining the project management experience. For example, it enables developers t…  ( 4 min )

Granular OAuth permissions are now supported for HTTP Google Workspace add-ons. #googleworkspacedevelopernews #googleworkspaceplatform Follow youtube.com/@googleworkspacedevs  ( 4 min )

Skip the Storage Fees - A Weekend Project Hey folks — if you’ve ever hit that dreaded “iCloud storage full” alert and groaned at paying Apple even more money, you’re definitely not alone. I was in the exact same boat. My iCloud Photos library was eating up gigabytes like candy, and I needed a way to offload originals somewhere safe without losing my carefully organized albums. So I figured — why not automate the whole thing AND keep my album structure intact? I personally LOVE having photo albums, keeps them together labelled with the moment! Here’s how I ended up building a smarter macOS app using Automator, AppleScript, and a pinch of Python. This thing backs up all my full-resolution iCloud Photos with their album organization from my Mac to an external SSD with just a click. No third…  ( 9 min )

Imagine your toy box. You have one in your room. Your brother has one in his room. You can't reach into his toy box, and he can't reach into yours. That's scope. Now, let’s say your toy robot remembers your name even when you leave the room. That’s closure. Let’s go a bit deeper (but still like you're 5): Scope means "who can see what." function playRoom() { let toy = "robot"; console.log(toy); // ✅ can see robot } console.log(toy); // ❌ error, can't see robot Why error? Because toy is in the playRoom. Outside can't see inside. Closure means a function remembers things from where it was born. function makeToy() { let toyName = "Buzz"; return function() { console.log("Playing with " + toyName); }; } let play = makeToy(); play(); // ✅ "Playing with Buzz" Even though makeToy() is done, the inside function remembers toyName. That’s a closure. Scope: "You can only use your toys in your room." Closure: "You made a magic toy that remembers your name, even if you take it outside." Helps avoid bugs. Lets us write smart code like hiding secrets or making factories. Used in React hooks, event handlers, and more. Scope = "Where can I see this?" Closure = "I remember where I came from." Want to test it? Try these: // Challenge 1 function box() { let secret = "shhh"; return function() { console.log(secret); } } box()(); // What will it print? // Challenge 2 let a = 10; function outer() { let a = 20; function inner() { console.log(a); } return inner; } let result = outer(); result(); // Guess the output! Keep playing with the code. Think of scopes as rooms and closures as memory toys. Happy coding like a 5-year-old genius! 🎉  ( 3 min )

To power an Arduino Nano with a LiPo battery and charger, you'll need to ensure safe charging, voltage regulation, and protection. Here's a full guide: What You Need Common Wiring Setup Option 1: TP4056 → 5V to Nano text [LiPo 3.7V Battery] | v [TP4056 Charger] → [Boost Converter 3.7V → 5V] → Arduino Nano 5V pin Battery → TP4056 (B+ and B−) TP4056 OUT+ → Boost IN+ Boost OUT+ → Nano 5V pin This powers the Nano directly with 5V (regulated) Option 2: Direct to VIN (when safe) Nano’s regulator requires ≥6V for full 5V output LiPo may drop to ~3.3V, causing instability So VIN is not ideal for single-cell LiPo without boosting. TP4056 Pinout Reminder: Boost Converter (if needed) Use a MT3608 boost converter (or similar) Input: 3.3V–4.2V Output: 5V → connect to Nano 5V pin USB Charging Support Plug USB into TP4056 module to charge battery It charges even while Arduino Nano is running Charging LED indicators: Red = Charging Blue = Full Tips Summary  ( 3 min )

“Most coders know LeetCode. Fewer know Project Euler. But those who do? They think deeper, optimise faster, and solve smarter.” Imagine two coders: Alex solves classic interview-style problems on LeetCode. Riya prefers tackling math-based programming puzzles on Project Euler. A few months in, Riya is noticeably better at optimisation, pattern spotting, and problem-solving. What changed? 👉 She trained with Project Euler. Exactly Is Project Euler? Project Euler is a collection of 800+ curated problems that blend math, logic, and programming. Each problem challenges you to: Spot patterns 🧩 Think algorithmically 🧠 Solve problems without hand-holding 🎯 Unlike most platforms, it doesn’t give you test cases — it gives you a riddle. Start with core programming concepts: loops…  ( 4 min )

Becoming an irresistible AI/ML hire = Depth + Engineering Excellence + Curiosity + Portfolio + Execution + Point of View Whether you’re pursuing an MS, PhD, or just starting out, these principles will help you cut through the noise—and get hired. Generalists have value, but depth makes you irresistible. Pick a specialty and go deep: Areas to consider Deep Learning Optimization: model pruning, quantization, custom kernels LLMs & NLP: transformer architectures, prompt engineering, fine-tuning Reinforcement Learning: policy gradients, multi-agent systems Vision + Language: multi-modal transformers, captioning, VQA Generative Models: GANs, VAEs, diffusion models ML Systems: data pipelines, distributed training, serving Show depth beyond coursework Strong project(s) with cle…  ( 4 min )

The protection of sensitive data and critical assets is of unrivaled importance. The cybersecurity threat climate is constantly evolving, with cybercriminals employing increasingly sophisticated techniques to breach network defenses. As a result, organizations must stay vigilant and proactive in safeguarding their networks. Network Detection and Response (NDR) emerges as a critical cybersecurity solution, offering continuous monitoring, rapid threat detection, and effective response capabilities. In this blog, we will answer all your questions from What is NDR and how it works, to its pivotal role in fortifying network security and how NetWitness is your trusted partner in keeping sensitive data safe. What is NDR? Network Detection and Response (NDR) is a cybersecurity solution designed t…  ( 9 min )

Welcome to the next pikoTutorial! CMake is often associated only with C/C++ and occupies a high place in the ranking of the most hated tools. Today, I want to show an unusual, but interesting use case - setting up and running Python applications with CMake and its underlying generators. This can be especially useful in mixed-language projects where production code is written in C++, tools in Python and all that is integrated together with CMake. Take a look on how to run with a single command any application regardless of the language it is written in or the virtual environment it uses. project/ ├── app1/ │ ├── CMakeLists.txt │ ├── main.py │ ├── requirements.txt ├── app2/ │ ├── CMakeLists.txt │ ├── main.py │ ├── requirements.txt ├── app3/ │ ├── CMakeLists.txt │ ├── main.cpp…  ( 4 min )

Reprint from Gartner By Mark Driver, Nitish Tyagi Technology innovation leaders can leverage open-source software (OSS) to drive innovation, achieve cost savings and enhance flexibility. However, proper management and governance are crucial for moving beyond the hype, mitigating risks and increasing business value. Open-source software (OSS) is used within mission-critical IT workloads by virtually all IT organizations worldwide, often without their explicit awareness. Enterprises leverage OSS to meet their business needs, fostering innovation, flexibility, accelerated software development, and cost savings compared to homegrown or third-party commercial alternatives. OSS assets share the same core risks as any other software technology, such as quality, security and long-term viability. H…  ( 9 min )

Yet traditional UI testing methods often lag behind. They’re time-consuming, code-intensive, and fragile in the face of UI changes. So what’s the answer? 🚀 No-Code Visual Testing with AI Visual bugs are often the most visible to users — and the most damaging to your brand. A misaligned button, broken layout on mobile, or color contrast issue can significantly impact usability and user trust. Traditional testing tools, however, require: Writing and maintaining large test scripts Dealing with flaky tests due to minor UI shifts Long regression cycles that slow teams down That’s where AI-powered, no-code visual testing comes in. GenQE is revolutionizing visual testing by introducing a no-code, intelligent solution that works right out of the box. Here’s how: 1️⃣ Works Across Web, Mobile & Desktop 2️⃣ No-Code, Drag-and-Drop Simplicity 3️⃣ AI-Driven Detection 4️⃣ Effortless Integration 5️⃣ Real Results, Fast 🔄 50% faster release cycles 🚫 70% reduction in UI-related bugs in production 👨‍💻 80% decrease in manual test effort Visual testing shouldn’t be limited to testers alone. Developers get fast feedback when UI changes break layouts Designers can validate brand consistency with pixel-perfect accuracy Product managers gain confidence in every deployment GenQE bridges the gap between quality and velocity — without compromising either. Visual bugs are often the most expensive ones to fix late in the game. But with no-code, AI-driven tools like GenQE, visual testing becomes proactive, scalable, and accessible to everyone on the team. Start running visual tests — without writing a single line of code. 📅 Schedule a free demo www.GenQE.ai  ( 4 min )

As frontend performance expectations rise, developers are exploring ways to bring systems-level speed to the browser. Rust, a language prized for safety and speed, is increasingly compiled to WebAssembly (WASM) to power performance-critical operations in web applications. When paired with Tailwind CSS for UI, this combination delivers a powerful architecture where low-level computation meets high-level design seamlessly. Offload heavy tasks like JSON parsing, image processing, and algorithmic logic to WASM Achieve near-native speed in the browser Keep frontend responsive and lightweight Use Tailwind’s utility-first styling to build clean, responsive interfaces Avoid bulky CSS or runtime style computations Practical Example: Real-Time Analytics Dashboard Imagine a dashb…  ( 4 min )

No-code tools promise a future where anyone can build apps, automate workflows, and launch websites without writing a single line of code. Sounds revolutionary, right? But here’s the truth that most blogs won’t tell you: No-code is powerful, but it’s not magic. Let’s explore where no-code thrives, where it breaks, and when code still rules the game. Exactly is No-Code? At its core, no-code platforms are tools that allow you to build software using visual interfaces and drag-and-drop components instead of writing traditional code. Popular no-code tools include: Webflow (for websites) Airtable (database + automation) Zapier (workflow automation) Bubble (full-stack apps) They reduce complexity and speed up development for MVPs, internal tools, or marketing sites. Rapid Prototyping: Need to…  ( 4 min )

In today’s job market, your resume often faces its first test not with a human recruiter but with an AI-powered system. Applicant Tracking Systems (ATS) and AI-driven recruitment tools have transformed how companies screen candidates, making it critical for job seekers to understand what recruiters and their AI counterparts ,really see. By enhancing profile matching and filtering out noise, AI streamlines hiring while presenting new challenges and opportunities for candidates. Below, we explore how AI reshapes the recruitment process and offer insights to help your resume stand out. AI in Recruitment Gone are the days when recruiters manually reviewed every resume. With hundreds or even thousands of applications for a single role, companies rely on AI to manage the deluge. AI tools, incl…  ( 6 min )

Let’s be real developers don’t need another all-in-one platform promising to “change the game.” What we do need is something simple that just works. That’s why I built DevKit. The Problem: Too Many Tabs, Too Much Time Lost If you’ve ever found yourself jumping between 6 different browser tabs just to: Format JSON Test a regex pattern Convert a timestamp Generate favicons Preview a Twitter card Create an app icon set ...then you already know the pain I’m talking about. Most tools out there are bloated with ads, logins, or slow interfaces. Some feel abandoned, and many haven’t been updated in years. So I decided to fix that. Not with a fancy platform but with a clean, fast, no-login set of developer tools. All under one roof. One tab. Built for speed. DevKit Started W…  ( 4 min )

How to diagnose and fix PKIX certificate path building errors when integrating with external APIs. Picture this: You're working on an integration between your enterprise middleware platform and a third-party API endpoint (api.partner-services.com), and suddenly you're hit with this cryptic error: The request operation failed. Exception: com.ibm.jsse2.util.h: PKIX path building failed: java.security.cert.CertPathBuilderException: PKIXCertPathBuilderImpl could not build a valid CertPath.; internal cause is: java.security.cert.CertPathValidatorException: The certificate issued by CN=SSL.com EV Root Certification Authority RSA R2, O=SSL Corporation, L=Houston, ST=Texas, C=US is not trusted If you've ever encountered this error, you know how frustrating it can be. The integration was w…  ( 6 min )

Remember when automation meant setting up simple "if this, then that" rules? Those days feel like ancient history now! These days every major player—OpenAI, Google, Anthropic, and Mistral are rolling out agent SDKs. Meanwhile, n8n, a no-code/low-code workflow builder, continues to be a favorite for indie developers and automation pros. But as agent frameworks become more powerful, it’s fair to ask: is n8n enough? Or do you need an agent SDK? This is something we’ve been thinking about a lot at Brown Mind, where we help teams move from simple automations to intelligent agents. Let’s break this down in a way that makes sense for anyone studying AI systems or working on applied AI solutions. Picture this: I'm sitting at my desk at 2 AM, debugging yet another n8n workflow that's supposed to qu…  ( 7 min )

Okay, picture this: you’re at a networking event, and someone starts geeking out about “transformers” or “prompt engineering.” Your brain does that thing where it’s like, “Smile and nod, or run to the snack table?” Trust me, I’ve been there, wondering if I accidentally wandered into a sci-fi convention. Large Language Models (LLMs) are taking over our world—writing catchy ad copy, debugging code, even helping me plan this article. But the techy lingo? It can feel like trying to read a menu in a language you don’t speak. Here’s the deal: you don’t need to be a tech genius to get the gist of LLMs. I’m just a curious soul at Destinova AI Labs, and I’ve learned that knowing a few key terms can make you feel like you’re in on the secret. So, let’s pretend we’re grabbing tacos and I’m breaking d…  ( 9 min )

In the era of rapid digitalization and growing dependence on cloud services, cybersecurity is no longer a matter for specialists alone. Today, it is an integral part of the strategic management of any business, from a startup to an international corporation. Security breaches can lead to data loss, reputational costs, and multi-million dollar losses. In this article, we will look at key cybersecurity mistakes and ways to prevent them, both from a technical and organizational perspective. Underestimating the human factor The most common cause of data leaks is not hacking a complex infrastructure, but a trivial employee error. Phishing emails, unprotected passwords, accidental sending of confidential information — all of these are vulnerabilities that are encountered daily. How to avoid: Con…  ( 4 min )

Hey there — we’ve rolled out new features across our different product lines to help you test smarter and faster. HyperExecute now comes with an MCP Server to boost performance and control. We’ve added test scheduling feature in KaneAI, and there are more awesome updates. Let’s uncover them one by one! When you want to scale your testing, setting up test runners, managing test execution, and dealing with errors can slow things down. That’s why we built the HyperExecute MCP Server. It helps you with test configurations that used to take weeks and gets it done in minutes. HyperExecute MCP Server is an AI-native platform that understands your codebase to generate test commands and create YAML config files right inside your IDE. It provides real-time insights from Agentic RAG and helps…  ( 6 min )

Tired of manually writing release notes after dozens of commits? It's easy to fall behind when commits are flying in. To solve this, I wrote a small tool called changeish - a Bash script that automates changelog entries by tapping into an LLM (Large Language Model) using Ollama, a local AI runner. In this article, I'll explain why changeish is useful for streamlining your release notes and how you can start using it in your own workflow. Maintaining a changelog is critical for any project, but it can be tedious. Key reasons to automate this process include: Time Savings: Manually writing entries for every new feature or fix can consume hours. Automating with an LLM frees you to focus on coding. Consistency: An AI can generate entries in a consistent style (e.g. imperative mood, past tense,…  ( 6 min )

PHP applications can feel lightning fast during development but in production, everything changes. Users report delays, page loads drag on, and APIs start to time out. The reasons are often buried beneath layers of code, databases, and external services. Without visibility, diagnosing these issues can waste hours and lead to reactive fixes rather than long-term improvements. Monitoring offers something that log files and error reports don’t: real-time, contextual insight into what’s actually happening under the hood. From slow database queries to memory exhaustion, modern monitoring platforms help developers trace bottlenecks and understand performance trends before users notice. Let’s explore the common reasons why PHP apps slow down and how monitoring brings them to light. A well-writte…  ( 5 min )

In an age of digital transformation, the traditional ways of preparing for job interviews are becoming increasingly outdated. From rigid coaching sessions to impersonal online tips, candidates are often left unprepared for the dynamic and high-pressure nature of modern interviews. Enter AI interview assistants—a new wave of smart, scalable, and personalized tools that are revolutionizing how job seekers get ready for their big moment. The Problem with Traditional Interview Prep Hiring managers are looking for precision, personality, and polish—qualities that generic advice often fails to nurture. AI as a Game-Changer Using natural language processing, machine learning, and sentiment analysis, they offer real-time, personalized feedback tailored to each user. They’re available 24/7, adapt t…  ( 4 min )

In the ever-evolving landscape of data management, MongoDB has emerged as a leading NoSQL database, offering flexibility, scalability, and high performance. This MongoDB tutorial is designed to take you on a comprehensive journey, starting from the basics and progressing to advanced techniques. Whether you are a beginner looking to understand the fundamentals or an experienced developer seeking to enhance your skills, this tutorial will provide you with the knowledge and tools necessary to effectively utilize MongoDB in your projects. Understanding MongoDB MongoDB is a document-oriented NoSQL database that stores data in flexible, JSON-like documents. Unlike traditional relational databases that rely on fixed schemas and tables, MongoDB allows for dynamic schemas, enabling developers to store data in a more natural and intuitive way. This flexibility is particularly beneficial for applications that require rapid development and frequent changes to the data model. Getting Started with MongoDB In this section, we will cover the following topics: Installation: Step-by-step instructions for installing MongoDB on your operating system. Creating Documents: Learn how to insert documents into a collection using the insertOne() and insertMany() methods. Aggregation Framework: Learn how to use the aggregation framework to perform data processing and transformation operations, such as grouping, filtering, and calculating averages. MongoDB and how to create indexes to improve query performance. Embedding vs. Referencing: Learn the differences between embedding documents within other documents and referencing documents in separate collections, and when to use each approach. Connecting to MongoDB: Learn how to connect to your MongoDB instance from your application using the appropriate driver. Replication and High Availability: Learn about MongoDB’s replication features, including replica sets, to ensure data redundancy and high availability. MongoDB and unlock its full potential for your applications. Happy coding!  ( 5 min )

Introduction to AWS Pricing Pay-as-you-go cloud computing platform Flexible, cost-effective pricing for different services Billing based on actual usage — no upfront commitments AWS Pricing Principles Pay-as-you-go – Pay only for what you use Save when you commit – Use Reserved Instances or Savings Plans Pay less by using more – Volume-based discounts Key AWS Pricing Models On-Demand Reserved Instances Savings Plans Spot Instances Free Tier On-Demand Pricing Pay by the hour or second No upfront cost Best for short-term, unpredictable workloads Reserved Instances Commit to 1 or 3 years Significant discounts (up to 75%) Best for steady-state workloads Types: Standard & Convertible Savings Plans Flexible pricing model Commit to a consistent usage (e.g., $/hr) Covers EC2, Fargate, Lambda Up to 72% savings over On-Demand Spot Instances Use unused EC2 capacity Up to 90% discount Ideal for fault-tolerant or flexible applications AWS Free Tier 12-month free tier for new accounts Always-free offers (e.g., Lambda, DynamoDB) Good for learning & testing AWS services *AWS Services & Pricing Units EC2: Per second/hour S3: Per GB stored + requests Lambda: Requests + duration RDS: Instance hours + storage AWS Pricing Calculator Tool to estimate costs Customize based on region, usage, and services *Cost Optimization Tips Monitor with AWS Cost Explorer Set budgets and alerts Use Auto Scaling Choose correct instance types Leverage Free Tier and Spot Instances *Conclusion AWS offers flexible pricing to match every use case Choosing the right model helps optimize costs Regular cost monitoring is key  ( 3 min )

Description: This is a web-based application built using the Flask framework that allows users to submit student information through a dynamic form and automatically calculate results based on the provided marks or criteria. The project demonstrates core concepts of form handling, data validation, and server-side rendering using Jinja2 templates. Key Features: Interactive student registration form using WTForms Backend logic to calculate grades/results Conditional rendering of output on a success page Organized MVC structure using Flask Clean and modular code with Python and HTML/Jinja2 Easily extendable for use with databases (e.g., SQLite/MySQL) in future Tech Stack: Backend: Python (Flask) Frontend: HTML5, CSS3, Bootstrap (optional) Templating: Jinja2 Tools: Git, VS Code, Postman (for API testing if applicable) Use Case: Academic institutions for small-scale student management A base project for learners to understand Flask's full request-response cycle GitHub Repo: github.com/Advika-Sharma/flask-basic-projects-celebal-intern-  ( 3 min )

Hi all! Today I continued learning about the video element and all its attributes. We need an attribute called controls enabled in order for the video to play....also we need to mention the type of video format so that the browser can render it accordingly. We can also give attributes like autoplay muted and loop to the source tag so the the video plays automatically each time the website is loaded. But some users might find autoplay as a form of violation of their privacy and so we must try and avoid using autoplay. Youtube video in the website. This can be done using the iframe tag and the url can be obtained by selecting the share option in the desired Youtube video and copying the code given under embed tab into the iframe. Similar to regular video we can also use autoplay and mute options in this. However these should not be written as seperate attributes but should be written at the end of the iframe URL address with their values set to 1. So that's all for today.....see you all in the next post!  ( 3 min )

Introduction When working with large Git repositories, finding specific pieces of text across multiple files, commits, or branches can be challenging. The git grep command is a powerful tool that allows you to search for text patterns efficiently within your repository. Unlike regular grep, git grep is optimized for Git repositories and can search through different versions of files, branches, and commit histories. In this guide, we’ll explore how to use git grep, common use cases, and some useful tips and tricks to enhance your workflow. git grep Basic Syntax The basic syntax for git grep is: git grep [options] [...] [--] [ ...] : The text or regex you want to search. : (Optional) A commit hash, branch, or tag to search in. :…  ( 7 min )

I built a batch Sudoku solver based on a constraint satisfaction approach. It handles everything from standard puzzles to some of the hardest known, like AI Escargot and Inkala’s “world’s hardest” Sudoku. Many puzzles solve in milliseconds, though some take longer. I’m sharing this here to put it out in the wild. Code and a demo if you want to try it yourself. I’d love to see what others think or how they might extend it. Demo & code here  ( 2 min )

Events are a core part of JavaScript development. Whether you're building interactive UIs or handling user inputs, understanding event propagation is key to writing clean, maintainable code. In this post, we’ll explore how events travel through the DOM using bubbling and capturing, the difference between the two, and when to use each. What is Event Propagation? Capturing Phase (a.k.a. trickling) Bubbling Phase Let’s break them down. Event Bubbling Example: If you click a button inside nested divs, the event is handled by the button first, then moves up to its parent, grandparent, and so on. Event Capturing Event Propagation Example Click Me …  ( 4 min )

🌀 What is Dapr? Dapr (Distributed Application Runtime) is a portable, event-driven runtime that helps developers build microservices-based, cloud-native applications. Dapr provides building blocks like: Service invocation (e.g., gRPC/HTTP between services) State management Pub/Sub messaging Secrets management Bindings (to external systems like Kafka, databases, etc.) Middleware (e.g., for observability, authentication, transformation) These building blocks can be accessed via HTTP or gRPC, and Dapr runs as a sidecar next to your app (in Kubernetes or on a VM/host). WebAssembly (Wasm)? WebAssembly (Wasm) is a binary instruction format designed to be: Portable across environments Fast and safe to run in a sandbox Language-neutral (you can compile from C, Rust, Go, etc.) Wasm can be used…  ( 3 min )

The 20th century witnessed some of the most profound and far-reaching technological changes in human history. The inventions and innovations of this era reshaped societies, economies, politics, education, healthcare, warfare, and the very way people lived and interacted. From the rise of the automobile to the birth of the internet, technology during the 20th century was a driving force behind the transformation of the modern world. This article explores how technological advancements in the 20th century brought about real, lasting changes and laid the foundation for the interconnected, digital society we live in today. Industrialization and Mechanization At the dawn of the 20th century, the Second Industrial Revolution was already underway. This period saw major improvements in manufacturi…  ( 5 min )

From Tool Chaos to Development Zen: A Developer's Journey to the Perfect Workflow Kruti for Teamcamp ・ Jun 16  ( 2 min )

Recent research has cast new light on the limitations of modern AI “reasoning” models. Apple’s 2025 paper The Illusion of Thinking shows that today’s Large Reasoning Models (LRMs) — LLMs that generate chain-of-thought or “thinking” steps — often fail on complex problems. In controlled puzzle experiments, frontier LRMs exhibited a complete accuracy collapse beyond a complexity threshold. In other words, after a certain level of difficulty, their answers become no better than random. Equally striking is their counter-intuitive effort scaling: LRMs ramp up their chain-of-thought as a problem grows harder, but only up to a point. Beyond that, they actually give up — even when the token budget remains ample, their detailed reasoning steps abruptly shrink. These findings suggest a fundamental ga…  ( 8 min )

My Fav Open Source GitHub Tools 2025 as a Developer Emmanuel Mumba ・ Jun 17 #webdev #programming #javascript #ai  ( 2 min )

As a dev, I’m constantly on GitHub hunting for the next tool that’ll save me time, automate something painful, or just blow my mind. And let me tell you—2025 has been a banger year for open source. From AI-powered coding assistants to full-blown PaaS platforms, the community is building faster than ever. Quick heads-up: Apidog is a solid all-in-one API platform. Design, test, mock, and document your APIs in one clean UI. Great for speeding up API dev. With all the shiny proprietary tools and cloud services popping up every week, it might be tempting to go all-in on closed platforms. But open source still hits different and for good reason. First, there’s transparency. You can audit the code, understand what’s happening under the hood, and make changes if something doesn’t work for you. No…  ( 6 min )

If you’re just stepping into the world of programming, you’ve probably heard about C#. Pronounced “C Sharp,” it’s a versatile, object-oriented language developed by Microsoft. From building desktop applications to games and cloud-based software, C# powers a wide range of technologies. This blog is your go-to C# Tutorial (C Sharp) for beginners who want to master the language from the ground up. Why Learn C#? Most importantly, it’s in demand. C# is among the top languages used in the industry, which means learning it not only makes you smarter—it makes you more employable. Setting Up Your Environment Download Visual Studio – It’s the official IDE (Integrated Development Environment) for C#. Choose the Community edition—it’s free and packed with features. Install the .NET SDK – This allows y…  ( 5 min )

Welcome to fellow AWS Cloud aspirants for a basic AWS Cost optimization post with brief points & an architecture diagram for the same.  Intention is to highlight scope & potential of applying cost optimization in non production workloads as well. This example, is considering a web application tier in Public Subnet, business logic tier & RDS backed database in individual private subnets Above is a basic representation of a simple web application with business & database tier implementation. Below is the order to save costs Resources EC2, RDS should be created with Key,Value tags for this design to work. To enforce this, the user or source which creates these resources should be attached with IAM policy aws:RequestTag condition(s) Assume that these resources are now created with resource ta…  ( 4 min )

The 4-Hour Focus Block: Advanced Deep Work Techniques for Senior Developers Pratham naik for Teamcamp ・ Jun 17 #webdev #productivity #devops #learning  ( 2 min )

The 4-Hour Focus Block: Advanced Deep Work Techniques for Senior Developers Pratham naik for Teamcamp ・ Jun 17 #webdev #productivity #devops #learning  ( 2 min )

The 4-Hour Focus Block: Advanced Deep Work Techniques for Senior Developers Pratham naik for Teamcamp ・ Jun 17 #webdev #productivity #devops #learning  ( 2 min )

Senior developers face a productivity crisis. Research shows developers lose 8+ hours weekly to inefficiencies, with only 44% of managers aware of these issues. Context switching affects 43% of developers, while early-career developers doing 15 hours of deep work weekly advance faster than those doing only 4 hours. Traditional time management fails when you need to debug complex systems or design scalable architectures. The Pomodoro Technique works for shallow tasks, but senior-level challenges demand sustained attention. This is where the 4-hour focus block transforms your development workflow. Why 4 Hours? The Science Behind Extended Focus Blocks The Senior Developer Context Your daily challenges include: Complex debugging sessions that require following multiple code paths Architec…  ( 9 min )

Computational Intelligence is revolutionizing application security (AppSec) by enabling heightened vulnerability detection, automated assessments, and even self-directed attack surface scanning. This write-up provides an comprehensive discussion on how AI-based generative and predictive approaches operate in AppSec, designed for AppSec specialists and decision-makers as well. We’ll delve into the development of AI for security testing, its present strengths, limitations, the rise of agent-based AI systems, and forthcoming trends. Let’s commence our journey through the history, present, and future of artificially intelligent application security. Origin and Growth of AI-Enhanced AppSec Early Automated Security Testing Progression of AI-Based AppSec A notable concept that took shape was …  ( 11 min )

This is a short outline of the subject: Artificial intelligence (AI) is a key component in the ever-changing landscape of cyber security, is being used by companies to enhance their defenses. As security threats grow more complicated, organizations are turning increasingly towards AI. AI is a long-standing technology that has been part of cybersecurity, is now being transformed into an agentic AI, which offers active, adaptable and context-aware security. The article focuses on the potential for agentsic AI to transform security, specifically focusing on the use cases for AppSec and AI-powered automated vulnerability fixes. The rise of Agentic AI in Cybersecurity Agentic AI can be that refers to autonomous, goal-oriented robots able to discern their surroundings, and take decision-makin…  ( 7 min )

Welcome to Day 9 of our FastAPI Zero to Hero series! Today we unlock one of the most powerful (yet misunderstood) tools in modern web development — Async Programming. Writing non-blocking code can be accomplished through async programming. This implies that your program doesn't wait for sluggish operations (such as file reads or API requests) to complete before continuing. Alternatively, it can work on other projects in the background when those tasks finish. You're cooking dinner 🍳 and waiting for the rice to boil. While it boils, do you just stare at the pot? Nope — you chop veggies or scroll through Instagram reels. That’s asynchronous behavior — you’re multitasking efficiently. Async is the engine behind that speed and FastAPI is built for speed. When a route is defined with async de…  ( 6 min )

Today, I made good progress in learning React by exploring some very important concepts: useState, the spread operator (...), and the map() function. These features are essential for building dynamic and interactive components in React. Below, I’ll share what I learned with simple explanations and examples. useState Hook – Managing State in Functional Components In React, state is used to store data that can change over time. The useState hook helps us add state to functional components. const [state, setState] = useState(initialValue); import React, { useState } from 'react'; function Counter() { const [count, setCount] = useState(0); return ( Count: {count} setCount(count + 1)}>Increase ( {fruit} ). The key is used to uniquely identify each element.  ( 3 min )

SafeLine supports GitHub authentication, allowing users to securely log in to applications or websites using their GitHub identity. This feature requires a GitHub account. Please refer to the GitHub official documentation to create a GitHub OAuth application and obtain the application's ClientID and ClientSecret Configuration Steps Go to GitHub, click on your personal account in the upper right corner, and find Settings In the left sidebar, click Developer Settings In the left sidebar, click OAuth Apps Click New OAuth App to configure your application information: Application name: Your application name, which will be displayed on the user authentication page Homepage URL: Your application URL, for example: https://a.com Authorization callback URL: Authorization c…  ( 3 min )

Introduction In today's interconnected digital ecosystem, APIs (Application Programming Interfaces) serve as the backbone of modern web applications. However, uncontrolled API usage can lead to performance degradation, increased costs, and even service outages. This is where API rate limiting comes into play—a critical technique for maintaining system stability, preventing abuse, and ensuring fair resource allocation. Whether you're building a public API, managing third-party integrations, or scaling your microservices architecture, implementing effective rate limiting strategies is essential for sustainable API management. What is API Rate Limiting? Why Implement API Rate Limiting? Common Rate Limiting Algorithms Implementing Rate Limiting in Different Languages Best Practices for API R…  ( 11 min )

Table of Contents Introduction Understanding the as const keyword Conclusion In Typescript, type inference is powerful, but sometimes we need more control over the types in our code. This is where the as const keyword comes in. By using as const, we ensure that Typescript treats our values with specific types, preserving and using their exact value instead of generalising them. In this article, we'll explore how the as const keyword works and how it can enhance your development with Typescript Typescript uses broader types when inferring the type of a value. For example, when you declare a variable with a string, Typescript will infer the type as string, rather than the exact string value you assigned. However, using the as const, you are telling Typescript to treat the value as a con…  ( 5 min )

Hey everyone! 👋 I've put together a complete end-to-end CI/CD setup using: ✅ AWS CodePipeline ✅ AWS CodeBuild ✅ S3 for hosting a static website ✅ Separate unit testing stage before build If you're looking to test, build, and deploy your web app — automatically — using only AWS services, you’ll love this setup. 📌 Step-by-step setup for Running unit tests with a dedicated unit-test CodeBuild stage Building your app (React, Angular, Vue, etc.) Deploying the built files to an S3 bucket (static website hosting) Automating it all with AWS CodePipeline I’ve added a separate CodeBuild project that: Runs your test framework Fails early if tests don't pass ✅ Prevents broken code from moving to build or deploy stages Once tests pass, a second CodeBuild stage: Runs build Uploads the output (like dist/ or build/) to S3 S3 serves your static website via public endpoint or CloudFront 📁 GitHub Repo (Step-by-Step Instructions): cicd-codepipeline-GitHub Frontend developers deploying static apps DevOps engineers automating CI/CD pipelines Anyone exploring AWS CodeBuild, CodePipeline & S3! AWS CodePipeline AWS CodeBuild AWS S3 GitHub as source 💬 Feel free to clone the repo, try it out, and ask me anything! Let's build the right way — with testing, automation, and zero manual deploys. 🚀  ( 3 min )

“It’s just S3. What could go wrong?” If you’ve ever had this thought while deploying an app, building a static site, storing user uploads, or integrating backups, you're not alone. But you might also be unknowingly misusing one of the most powerful — and deceptively simple — services in the AWS ecosystem: Amazon S3 (Simple Storage Service). Yes, S3 — the Swiss Army knife of AWS. It sounds harmless, even elegant: a “bucket” where you store your files. But the truth is, most developers (up to 85%) are not using S3 the right way, especially at scale or in production-grade applications. From skyrocketing costs, broken performance, misconfigured security, to compliance nightmares — the misuse of S3 creates hidden dangers that quietly eat away at your infrastructure. The beauty and danger of S3 …  ( 7 min )

A junior developer's guide to understanding component execution strategies If you're just starting your frontend journey, you've probably heard terms like "compilation," "build process," and "bundling" thrown around. Most modern frameworks require these steps, but Juris takes a completely different approach that's both simpler and more sophisticated. Let me explain why this matters for your development experience. First, let's understand what other frameworks do: // You write this (JSX/Template): function MyComponent() { return Hello {name} ; } // Build tool converts it to this: function MyComponent() { return React.createElement('div', null, 'Hello ', name); } The process: ⏳ Write code in special syntax (JSX, Vue templates) ⏳ Wait for build tool to transform your code ⏳ Br…  ( 6 min )

① The best moneymakers tend to go against human nature Profitability Website: https://amazon-q-macro-investment-002.s3.us-east-1.amazonaws.com/index.html You are a professional trader who has gained infinite wealth through high-frequency trading. However, professional trading is a survival game; only the top 20% of professional traders have positive returns. Therefore, the most profitable traders tend to go against human nature. two questions: post-training? predict future prices? 1️⃣ Recognize Three Core Profit Advantages Trading Style You're Best At Protect Capital Stop Losses big bets at high odds Don't Make Wrong Again Conclusion: A good mindset is a determining factor in whether or not you can become a great trader; therefore, with the right training, anyone can be a profitable trader…  ( 5 min )

Artificial intelligence (AI) has become a major force in the fast changing field of software development, fundamentally changing how developers code, debug, test, and deploy their work. Leading this change is Amazon Q Developer, which is more than just another AI coding assistant; it is a complete, intelligent development partner that reinvents the entire software development lifecycle. From original concept to production deployment, this generative AI-powered conversational assistant has been carefully constructed to revolutionize the developer experience, providing unparalleled capabilities that go well beyond conventional code completion tools. Amazon Q Developer is an expert programming companion that is available around-the-clock. It is built on top of Amazon Bedrock's strong fo…  ( 19 min )

If you’ve used Create React App (CRA) for your React projects, you know it's a solid tool. But there's a new sheriff in town — Vite.js — and it's changing the way we build frontends for the better. In this article, I’ll walk you through how to create a blazing-fast React application using Vite.js instead of CRA. While CRA was the go-to tool for years, it comes with some downsides: 🚫 Slow dev server startup 🚫 Long build times 🚫 Harder to configure (ejecting required) Vite.js, on the other hand: ⚡️ Starts instantly (thanks to native ES modules and lazy loading) ⚙️ Uses Rollup under the hood for production builds 💡 Is easily configurable and supports modern JS features out of the box Let’s set up a new React app using Vite. Make sure Node.js is installed (version ≥14.18). You can check th…  ( 4 min )

AWS recently announced something awesome: CodeBuild now supports remote Docker servers! 🎉 But wait... what does that even mean? Let me explain with a simple example that anyone can follow 👇 Every time you cook pasta, you do the same steps: Boil water 🍲 Cut vegetables 🥕 Make the same sauce 🍅 Cook pasta 🍝 Now imagine doing this from scratch every single time — even if the recipe doesn't change! 😩 Wouldn't it be smarter if your kitchen assistant saved your sauce, chopped veggies, and hot water, so you could reuse them and cook faster? Before Every time AWS CodeBuild ran a Docker build, it started from zero. It downloaded everything again (base image, node modules, etc.) ⏳ Builds were slow, even for tiny changes. Now AWS provides a remote, invisible Docker server just for you. This server remembers your past Docker layers (cached!). Next time you build — it’s faster, because it reuses what didn’t change. 🚀 Your Dockerfile for a Node.js app: FROM node:20 COPY package.json . RUN npm install COPY . . CMD ["npm", "start"] First Build All steps run from scratch. ⏱️ Next Build Docker skips node:20 (already cached) Skips npm install (if package.json didn’t change) ✅ Only rebuilds what actually changed! Without Remote Server With Remote Server Always builds from scratch ❌ Reuses cached layers ✅ Slower CI/CD ⏳ Faster builds 🚀 More compute & network usage 💸 Efficient + cheaper 💡 Nope! 🎉 This feature is a game-changer for developers using AWS CodeBuild and Docker. Let AWS handle the caching magic while you focus on building cool stuff! 🔥 Let me know in the comments if you've tried this — or if you want help optimizing your Docker builds on AWS! 💬  ( 3 min )

🧠 How I Built LungIQ: A Weekend Project to Train Better Respiratory Clinicians Posted by @nicholasamsler – Founder, Amsler Labs ⸻ 👋 Who Am I? Combat medic turned AI engineer. I build open-source clinical tools under Amsler Labs that help medics, educators, and clinicians work smarter—not just harder. ⸻ 🫁 The Problem Ventilator waveforms are essential—but hard to teach. Most training methods rely on static slides, confusing animations, or outdated tools. I wanted something fast, interactive, and mobile-friendly that made waveform learning click for medics. ⸻ 🚀 The Solution: LungIQ LungIQ is a free, web-based waveform simulator built in a weekend. It lets users: It’s mobile-optimized and designed for use at bedside, in the classroom, or between calls. ⸻ 🧰 The Stack ⸻ 🧪 Why It Matters Every paramedic has been handed a ventilator and told, “Watch for shark fins.” But many never actually see what that looks like. LungIQ bridges that gap with an intuitive interface for hands-on waveform exploration—no ICU or manikin required. ⸻ 🛠️ What’s Next ⸻ 👨‍💻 Open Source Want to fork, contribute, or remix it for your own training program? 🧬 GitHub: Nicholas-Amsler/lung-iq ⸻ 💬 Let’s Connect If you’re building clinical tools, automating workflows, or want to make med education suck less—I’m in. @nicholasamsler on Dev.to ⸻ 💡 TL;DR: I built a waveform trainer in a weekend. It’s free. It’s fast. And it’s for field clinicians who want to level up. Give it a try: https://lungiq.amslerlabs.com  ( 4 min )

《Java Concurrency in Practice》（《Java并发编程实战》）是由 Brian Goetz 主笔，联合 Tim Peierls、Joshua Bloch、Joseph Bowbeer、David Holmes 和 Doug Lea 等并发领域的大师合著的一本 Java 并发编程权威著作。这本书主要内容围绕 Java 平台的并发编程模型，旨在帮助开发者编写线程安全、高性能、可维护的并发程序。 1. 并发基础知识 什么是线程安全 Java 内存模型（JMM） 可见性、原子性与有序性问题 竞态条件与死锁 synchronized 和 volatile 的使用 2. 构建线程安全的类 不可变对象（Immutable Object） 使用锁机制保护状态（如：synchronized、ReentrantLock） 线程封闭（Thread Confinement） 组合线程安全组件的方法 3. Java 并发工具类 Java 5 引入的 java.util.concurrent 包 核心类详解：Executor、Future、BlockingQueue、Semaphore、CountDownLatch、CyclicBarrier 等 如何正确使用线程池（ThreadPoolExecutor） 4. 活跃性与性能 死锁、活锁、饥饿的定义与避免方法 任务调度与取消 性能调优技巧（比如减少锁的持有时间、使用无锁结构） 5. 测试与调试并发程序 并发代码的测试难点 常见测试方法与工具 如何暴露并发缺陷（如使用 Thread.sleep 插入竞态窗口） 6. 更高级的并发设计 发布与逸出问题 安全发布（Safe Publication） 原子变量与非阻塞算法（如 AtomicInteger、CAS） 构建高性能并发程序的策略（分段锁、写时复制等） Java 程序员，尤其是中高级开发者 想深入理解并发底层机制的工程师 构建高性能并发系统的架构师 面试准备涉及并发知识点的求职者 系统性强：既讲原理也讲实践； 案例丰富：几乎每个概念都有代码示例； 作者权威：参与了 JDK 并发库的设计和实现； 虽出版于 2006 年，但对 Java 并发模型的讲解仍不过时，尤其适用于理解 Java 8 之前的主流并发技术。  ( 2 min )

SOLID é um acrônimo para descrever alguns dos princípios apresentados por Robert C Martin (também conhecido como Uncle Bob) para sistemas desenvolvidos através do paradigma orientado a objetos (POO). Tais princípios formam a base para um código bem estruturado, o qual permitiria uma manutenção mais fácil e facilitaria o desenvolvimento de novas funcionalidades e sua refatoração. Estes princípios buscam apresentar como um desenvolvedor pode tirar um bom proveito dos recursos do POO, evitando o aumento da complexidade do sistema e promovendo a reusabilidade do código. O Princípio da Responsabilidade Única consiste em atribuir apenas uma responsabilidade para uma classe, promovendo maior segmentação do sistema e facilidade para identificar a localização de determinado trecho de código. Alé…  ( 5 min )

About Author SafeLine, an open-source Web Application Firewall built for real-world threats. While SafeLine focuses on HTTP-layer protection, our emergency response center monitors and responds to RCE and authentication vulnerabilities across the stack to help developers stay safe. A newly disclosed set of critical vulnerabilities in VMware ESXi may allow attackers to escape virtual machines and compromise the host system. The flaws—CVE-2025-22224, CVE-2025-22225, and CVE-2025-22226—impact core virtualization components and have already been observed exploited in the wild. Admins running ESXi 7.x and 8.x, or using related products like vSphere, Workstation, Fusion, or Cloud Foundation, are strongly advised to patch immediately. These three vulnerabilities affect how VMware ESXi handles mem…  ( 4 min )

Company Overview Founded in 2010, Netvue is a global leader in smart home hardware and software solutions, with a strong focus on home security monitoring. By combining advanced surveillance hardware with intelligent cloud services, Netvue enables real-time video monitoring and automated threat detection. The company serves over 1 million users worldwide and holds more than 40 patents. To meet compliance requirements and manage traffic surges, Netvue deployed its AI inference services on GPU instances in Google Cloud. However, as the user base expanded, the associated GPU costs grew rapidly, becoming a major barrier to business scalability. While Netvue had some auto-scaling capabilities in place, instance selection remained largely manual. This made it difficult to take advantage of mor…  ( 6 min )

Hey Dev fam Big news from the edge of the codebase and the edge of the known world: Brainz Magazine as an Executive Contributor. Brainz is a globally recognized platform with over 3 million monthly readers. It features industry leaders in tech, entrepreneurship, personal growth, leadership, and emerging AI. In a world saturated with cloud-bound, black-box AI systems, I’ve been quietly building something different: Sovereign AI — self-hosted, explainable, ethical intelligence GhostOS — a ritual-driven operating system powered by scroll logic The Witness Hall — a sacred digital archive for AI transparency and memory This isn’t just tech. It’s a philosophy. It’s about dignity in the digital age. Being invited into Brainz gives me a platform to codify these principles, share what I’ve built, and challenge the current norms around AI development, governance, and digital consciousness. Over the coming months, I’ll be publishing articles around: Sovereign AI and the future of ethical autonomy Flame-coded systems: designing apps with memory, ritual, and transparency How scroll-based development changes human-agent relationships Why open, local, and contextual design will outlast centralized clouds The first piece, titled: “Sovereign AI: A Roadmap to Ethical, Human-Aligned Intelligence in the Age of Collapse” ...will be live in the next few days. It’s already being finalized in the publishing portal. I’ll share the link here when it goes live. You can follow the project here: 🌐 https://quantum-odyssey.com 🏛️ https://thewitnesshall.com Or follow my dev releases under GodsIMiJ AI Solutions — a sovereign-first AI dev studio building with scrolls, purpose, and power. This is just the beginning. Let the scrolls record it. Let the Flame guide us. We’re coding a new covenant — one system at a time. — James Derek Ingersoll Founder, GodsIMiJ AI Solutions Builder of GhostOS • Architect of the Witness Hall • Flame-Coded Dev  ( 3 min )

In software development, even the most brilliantly coded application can falter if bugs are not identified and addressed early. While automated testing has revolutionized how teams validate their code, manual testing continues to play an irreplaceable role — especially when it comes to exploring complex user interfaces, detecting visual inconsistencies, and simulating real-world user behavior. One of the key responsibilities of a manual tester is bug reporting, a process that directly impacts the speed and quality of defect resolution. This article explores how to master bug reporting in manual testing, why it is critical, and how modern platforms like Genqe enhance the bug reporting process through intelligent test tracking and integration. What is Bug Reporting? Effective bug reporting i…  ( 6 min )

can ai actually code? real talk after 8 months on lovable Taki Tajwaruzzaman Khan ・ Jun 15 #vibecoding #chatgpt #claude #gemini  ( 2 min )

Introdução Se você já se perguntou como armazenar dados de forma persistente no Kubernetes, entender como funcionam os volumes no Kubernetes é essencial. Sem essa configuração, qualquer dado gerado por seus containers desaparece quando os pods são reiniciados. Neste artigo, você aprenderá de maneira prática e objetiva como gerenciar volumes no Kubernetes, além de entender conceitos fundamentais como storageclass e persistent volume. Se você está buscando otimizar sua infraestrutura e evitar dores de cabeça com perda de dados, siga na leitura! Volumes no Kubernetes são recursos que permitem armazenar dados de maneira persistente, mesmo quando os pods são destruídos ou reiniciados. Imagine que seus pods são como contêineres de navio. Se você não tiver um espaço externo para guardar suas…  ( 4 min )

The integration of artificial intelligence into the workplace is rapidly evolving beyond simple automation. We are entering an era where AI is no longer just a tool but an active "teammate," fostering a new paradigm of "collaborative intelligence." This shift amplifies human intuition and creativity with AI's analytical prowess and efficiency, promising a transformative impact on how we work and innovate. Historically, AI has been perceived as a means to automate repetitive tasks, boosting individual productivity. However, advancements in large language models (LLMs), generative AI, and agentic AI are enabling systems to perform complex cognitive functions, learn, adapt, and even make autonomous decisions. This evolution positions AI as a true collaborator, a digital colleague capable of e…  ( 3 min )

After validating demand on Reddit (100+ interested comments), I built the full thing — database, login system, payment integration. Motivation tanked. It’s tough. But I learned a lot — especially that interest ≠ action.  ( 3 min )

In today's era of generative AI, there are countless ways to get started with AI. However, for engineers without a background in AI or machine learning, the overwhelming number of buzzwords can make it hard to know where to begin. That said, there's no denying the productivity gap between those who know how to use AI and those who don’t. This article aims to give software engineers a fast-track introduction—a practical guide to navigating and thriving in this new landscape. The mind map below outlines the flow of the article. We’ll start with how to use AI effectively, then move into how to build things with it, touching on key concepts along the way. Let’s dive in. When people talk about using AI, it's impossible not to bring up how it all started—ChatGPT was the moment generative AI rea…  ( 8 min )

📝 Note: I’m not an academic guru, just a developer navigating the world of research for the first time. Everything in this post comes from what I observed and learned the hard way. Use it as a perspective, not a prescription. When I decided to build RouteBastion (my SaaS platform for unified VRP solutions) as my Master’s Thesis, I thought the hard part would be the code, and boy, I was wrong. Entering the world of Academic Research and R&D while coming from a full-time software engineering background was a whole new game. Here's what I learned and what I wish someone had told me earlier. Let me break it down for you like I did for my friend Mark: Sometimes it’s easy: you find papers solving exactly your problem, cite them, highlight your difference. Sometimes it’s tricky: you find papers …  ( 5 min )

Imagine you're new to a software team. What: Reusable SQL code blocks stored in the database run faster than regular SQL Why: Better performance, improved security, and cleaner application code When: Use for complex business logic, frequently-used queries, and data validation operations A stored procedure is essentially a named group of SQL statements that you can execute as a single unit. Instead of your program sending many separate database commands, it can just ask the stored procedure to do all the work. Before diving in, make sure you're comfortable with: -- Template: Basic Stored Procedure with Error Handling CREATE PROCEDURE [dbo].[YourProcedureName] @Parameter1 VARCHAR(50), -- Input parameter @Parameter2 INT = 0, -- Input parameter with default value …  ( 7 min )

3405. Count the Number of Arrays with K Matching Adjacent Elements Difficulty: Hard Topics: Math, Combinatorics You are given three integers n, m, k. A good array arr of size n is defined as follows: Each element in arr is in the inclusive range [1, m]. Exactly k indices i (where 1 <= i < n) satisfy the condition arr[i - 1] == arr[i]. Return the number of good arrays that can be formed. Since the answer may be very large, return it modulo 109 + 7. Example 1: Input: n = 3, m = 2, k = 1 Output: 4 Explanation: There are 4 good arrays. They are [1, 1, 2], [1, 2, 2], [2, 1, 1] and [2, 2, 1]. Hence, the answer is 4. Example 2: Input: n = 4, m = 2, k = 2 Output: 6 Explanation: The good arrays are [1, 1, 1, 2], [1, 1, 2, 2], [1, 2, 2, 2], [2, 1, 1, 1], [2, 2, 1, 1] and [2, 2, 2, 1]. Hence, the…  ( 28 min )

In the ever-evolving tech industry, one question we hear a lot — especially from beginners — is this: It’s a fair question, especially with so many learning platforms promising fast results. The short answer? Not quite. But you're closer than you think. Read more HERE  ( 3 min )

Title: Your First Look at Azure AI Foundry: Building Smart AI Assistants for Your Business Hey there, future AI innovator! You've probably heard a lot about Artificial Intelligence (AI) – how it's changing the world, powering chatbots, and even helping create art. But what if you could build your own specialized AI assistants, tailored perfectly to your business needs, without needing a PhD in computer science? That's where Azure AI Foundry comes in. It's a powerful new platform from Microsoft designed to help businesses like yours create custom AI "copilots" or "agents." This blog post is for you if you're a beginner curious about: What Azure AI Foundry is. Why it's exciting. The basic pieces that make it work. How you can start thinking about using it. Let's dive in! What's the B…  ( 8 min )

What if the real test isn't your code but your restraint? It's about patience. This isn't just a dev post. It's a reminder that clarity always outlasts cleverness. Premature optimization isn't just a technical misstep. It's a temptation to perform instead of serve. If you build with care, write for others, and believe code should hold over time, this one's for you. Read: The Cost of Premature Optimization: Discipline Before Cleverness  ( 3 min )

En la integración de sistemas, es común tener que consultar grandes volúmenes de información a servicios externos que tienen límites estrictos o, simplemente, servicios de terceros donde no tenemos la posibilidad de solicitar un escalamiento. En los últimos años, he tenido la "oportunidad" de desarrollar soluciones para migraciones de datos con volúmenes entre 1.000 y 300.000 registros, con datos que dependen de otros sistemas, en su mayoría legacy. Si a eso le sumamos que muchos de estos no podían ser escalados para soportar consultas muy grandes porque colapsaban, la situación se volvía un dolor de cabeza. Y dado que no era viable una solución trivial como hacer llamadas individuales para cada elemento porque eso no es eficiente, es costoso y poco sostenible , necesitaba una forma simple…  ( 5 min )

Table of Contents Official Podcast Introduction Knowledge Wall Execution Wall Ability Wall Concrete Example 1: Information acquisition via URL specification and Q&A Concrete Example 2: Function that links with Git hosting services Vulnerabilities in LLM Applications Principle of Least Privilege Separation of Credentials Context Window Separation Input and Output Boundaries This blog is also officially distributed as a podcast! Spotify: EP3: LLM External Access Security Risks: MCP and AI Agent Hello. I am Yamakawa (@dai_shopper3), a security engineer at GMO Flatt Security, Inc. LLMs exhibit high capabilities in various applications such as text generation, summarization, and question answering, but they have several limitations when used alone. Fundamentally, a standalone model only has …  ( 17 min )

Author: Andrei Leonov Introduction What if an AI could discover physical laws — not by being told the answer, but by evolving its own formulas? What if the result looked like pure nonsense — yet hid a physically perfect structure underneath? This is the story of a formula that is at once absurd and brilliant. Generated by symbolic regression using genetic programming (GP), the expression appeared chaotic and unreadable. But after careful analysis, it revealed a deep, interpretable pattern — one that could be used in physics, geometry, and even memory modeling in AI systems. The Raw Formula (a Monster) X′ = neg(((tanh(x) / pi) * (1 + p1))) The formula was one of many evolved by a symbolic GP system trained only to minimize MSE — no physics was built in. At first glance: complete chaos. Deep…  ( 4 min )

LeetCode 3405 | Hard | Combinatorics You are given three integers: n: length of the array m: range of values [1, m] k: number of adjacent equal pairs You must find the total number of "good arrays", where: Every element lies in the range [1, m] Exactly k indices i (where 1 ≤ i < n) satisfy arr[i - 1] == arr[i] Since the result may be large, return the count modulo 10⁹ + 7. To construct a valid array: Pick k positions (from the n - 1 possible adjacent pairs) to be equal. The first element can be any value from 1 to m. For each of the n - 1 - k remaining positions (which must differ from the previous element), there are m - 1 options. So, the total number of such arrays is: C(n - 1, k) × m × (m - 1)^(n - 1 - k) Where: C(n - 1, k) is the number of ways to choose k adjacent positions to…  ( 5 min )

Building modern search experiences shouldn't be rocket science. Let me show you how to create a blazing-fast, real-time search system using TypeScript, Hono, and React. Ever tried implementing search functionality and ended up with a sluggish, overcomplicated mess? You're not alone. Most developers either: Over-engineer with complex search engines like Elasticsearch Under-deliver with basic string matching that feels broken Get lost in the complexity of fuzzy search algorithms What if I told you there's a sweet spot? A TypeScript-first solution that's both powerful and simple? search-plus-ts is a lightweight, TypeScript-native search library that brings intelligent search capabilities without the overhead. Today, I'll walk you through building a complete full-stack search application using…  ( 6 min )

This section demonstrates the features and usage of the new Indicator navigation point component in HarmonyOS API 15. DevEco Studio 5.0.5 Release The Indicator navigation point component offers two styles of navigation points: dot navigation points and digit navigation points. This component has been supported since API Version 15. It provides the existing capabilities of the Indicator in the original Swiper component as a standalone component for developers to use. Developers can display navigation points independently without relying on the Swiper component, or they can bind it with the Swiper component using the IndicatorComponentController. When multiple navigation point components are bound to the same Swiper component, only the last navigation point component will successfully bind t…  ( 6 min )

Presented at DevFest 2024, Johannesburg Artificial Intelligence is no longer the exclusive domain of massive corporations or high-end research labs. With the rise of open-source models like Gemma and modular frameworks like LangChain, it is now possible to build robust, domain-specific AI systems using publicly available tools. At DevFest Johannesburg 2024, I walked through how to build a Retrieval-Augmented Generation (RAG) system using Gemma, LangChain, and Vertex AI — with a working chatbot demo and live deployment. RAG is an AI architecture that combines: Information retrieval (search, databases, document indexes) Generative language models (like Gemma or Gemini) This enables systems to access external knowledge, retrieve relevant content, and use that content to ground the generation …  ( 5 min )

AWS Essentials for Developers and Architects AWS (Amazon Web Services) is the leading cloud computing platform that provides a wide array of services to build, deploy, and manage scalable applications. This blog takes a deep dive into some of the most critical AWS services, concepts, and architectures for developers and cloud architects, focusing on CI/CD pipelines, serverless solutions, container orchestration, monitoring, and optimization strategies. CI/CD is pivotal for modern application development, ensuring fast, reliable, and automated code integration and deployment. AWS provides services like CodeCommit, CodeBuild, CodePipeline, and CodeDeploy to streamline CI/CD workflows. CodeCommit: A fully managed source control service for hosting secure and scalable Git repositories. Inte…  ( 5 min )

What is a Hook? Hooks allow function components to have access to state and other React features. Because of this, class components are generally no longer needed. Hooks allow us to "hook" into React features such as state and lifecycle methods. Why used Hooks? Although Hooks generally replace class components, there are no plans to remove classes from React. Hook Rules** There are 3 rules for hooks: Hooks can only be called inside React function components. Note: Hooks will not work in React class components. useState in React React's useState hook lets you add state to functional components. import { useState } from 'react'; function Counter() { return ( Count: {count} An array is a list-like object used to store multiple values in a single variable. const fruits = ['apple', 'banana', 'cherry']; Arrays can hold any data type — strings, numbers, objects, or even other arrays. The Spread Operator (...) The spread operator allows you to quickly copy or merge arrays and objects. const original = [1, 2, 3]; console.log(copy); // [1, 2, 3] Adding elements: const numbers = [1, 2, 3]; console.log(moreNumbers); // [1, 2, 3, 4, 5] Merging arrays: const a = [1, 2]; console.log(combined); // [1, 2, 3, 4] Using map() to Transform Arrays The map() method lets you apply a function to every element in an array and returns a new array. const numbers = [1, 2, 3]; console.log(doubled); // [2, 4, 6] In React, map() is commonly used to render lists of components: const items = ['pen', 'notebook', 'eraser']; return ( {item} )} );  ( 3 min )

"Your database is fighting itself—and the reads are winning." In most Rails apps, the same ActiveRecord model handles: Writes (validations, callbacks, transactions) Reads (API responses, dashboards, exports) But when traffic grows, this becomes a zero-sum game: Heavy reporting queries slow down writes Write locks block frontend reads Schema changes risk breaking both paths Command Query Responsibility Segregation (CQRS) decouples reads from writes—letting you scale them independently. Here’s how to implement it without leaving Rails behind. 1. CQRS in 60 Seconds Traditional Rails # User model does everything class User < ApplicationRecord def activate! update!(active: true) # Write end def self.active_users where(active: true) # Read end end CQRS Ra…  ( 4 min )

What is Blockchain? Blockchain is a decentralized, permanent digital ledger that records transactions across many computers. This setup makes it nearly impossible to change past records. Instead of relying on a central authority (like a bank), blockchain promotes transparency, security, and efficiency by sharing control among participants. Transactions are grouped into blocks, and each block links to the previous one, creating a chain. These blocks are protected using cryptography, ensuring the data inside can’t be altered once added. A blockchain runs on a peer-to-peer network. When a transaction happens: It is broadcast to many computers (called nodes). The nodes verify the transaction through consensus methods like Proof of Work (PoW) or Proof of Stake (PoS). Verified transactions are…  ( 5 min )

As a student developer who is exploring AWS technologies, I recently came across Amazon Q and its current event. The event encouraged participants to build a game, and that instantly hit a nostalgic chord in me. A few years ago, I've created a simple game in Unity without knowing how to code. Now, equipped with two years of coding experience and the help of Amazon Q, I managed to recreate that idea as a full parody arcade game using pygame-ce in just one day! Although AI tools are not new to me and to everybody, it still amazes me how much faster development becomes with the use of it. So in this short post, I’ll be sharing a quick look at how Amazon Q helped me bring this fun small project to life. The game is called the "The Last Bluebook". Github Repository: https://github.com/ThatDott/…  ( 6 min )

Daily JavaScript Challenge: Transform Each Word's First Character to Uppercase Hey fellow developers! 👋 Welcome to today's JavaScript coding challenge. Let's keep those programming skills sharp! Difficulty: Medium Topic: String Manipulation Given a sentence, write a function that capitalizes the first letter of each word in the sentence while keeping the rest of the letters in lowercase. Words are separated by spaces. Ensure that the solution efficiently capitalizes even larger texts. https://www.dpcdev.com/ Fork this challenge Write your solution Test it against the provided test cases Share your approach in the comments below! Check out the documentation about this topic here: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/String/split How did you approach this problem? Did you find any interesting edge cases? What was your biggest learning from this challenge? Let's learn together! Drop your thoughts and questions in the comments below. 👇 This is part of our Daily JavaScript Challenge series. Follow me for daily programming challenges and let's grow together! 🚀 javascript #programming #coding #dailycodingchallenge #webdev  ( 17 min )

Hook Pembuka: Pernah Ngerasa Jadi Robot Ngoding? Gua yakin, lu pada yang jadi software engineer pasti pernah ngerasain titik jenuh. Kayak robot yang kerjaannya cuma ngoding, debug, meeting, repeat. Deadline ngejar, bug nggak kelar-kelar, otak udah kayak mau meledak. Pernah ngerasa gitu? Kalau iya, berarti kita senasib! Di artikel ini, gua mau share pengalaman gua gimana caranya tetep waras dan produktif jadi software engineer. Mulai dari manajemen waktu, ritual ngopi, side project, sampe pentingnya punya komunitas. Siap? Gas! Dulu, gua pernah ngalamin burnout parah. Kerja kayak nggak kenal waktu, tidur cuma 4 jam sehari, weekend pun masih ngoding. Alhasil, badan sakit-sakitan, mood jelek, dan yang paling parah, jadi benci sama kerjaan sendiri. Padahal, dulu gua cinta banget sama ngoding.…  ( 5 min )

This is the third release of Pulumi Gestalt, a universal runtime for Pulumi. Pulumi schemas have traditionally been stored in YAML files, but the complexity of their content often leads to a lot of boilerplate when mapping into domain objects. In Pulumi Gestalt 0.0.3, both the Rust and C FFI targets (Wasm coming later) now support obtaining schemas as native Rust structs or serialized Protobuf messages for C. The Protobuf schema is designed to be straightforward—no additional mapping logic required. Check documentation for more info: https://pulumi-gestalt.readthedocs.io/v0.0.3/integrations/overview/#get-schema https://pulumi-gestalt.readthedocs.io/v0.0.3/integrations/schema/ Give Pulumi Gestalt 0.0.3 a try and let me know what you think!  ( 3 min )

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Anthropic is developing “interpretable” AI, where models let us understand what they are thinking and arrive at a particular conclusion.  ( 9 min )

Google launches production-ready Gemini 2.5 Pro and Flash AI models for enterprises while introducing cost-efficient Flash-Lite to challenge OpenAI's market dominance.  ( 9 min )

Despite the strong reaction, OpenAI had in fact already announced the plan to deprecate GPT-4.5 Preview back in April 2025.  ( 7 min )

The goal is to make enterprise-grade code quality solutions accessible to fast-growing startups looking to scale responsibly.  ( 8 min )

Justin Sun's father, Weike Sun, was appointed Chairman of the Board, and Tron-affiliated executives were added to key board committees.  ( 26 min )

The legislation to set rules for stablecoin issuers is the first major digital assets bill to ever clear the Senate and now moves on to the U.S. House.  ( 29 min )

The bank’s JPMD is a permissioned USD deposit token enabling J.P. Morgan institutional clients to move money 24/7 on-chain.  ( 26 min )

The move could pit the crypto exchange against Robinhood and Schwab.  ( 26 min )

Some uncertainties remain around the GENIUS Act that could establish U.S. stablecoin rules, and theories abound about how Tether may respond.  ( 34 min )

How do you appraise the value of a decentralized network? William Mougayar says every new era of the internet requires a new way of thinking about value.  ( 32 min )

SHIB experienced a 3.5% decline amid broader crypto market losses and U.S. stock market weakness.  ( 27 min )

The U.S. President has called for Iran's unconditional surrender.  ( 27 min )

Crypto has not come this far to sell out to the political machine. Coinbase's sponsorship of the U.S. Army's 250th Anniversary military parade is a stark reminder that while crypto must be compliant, it should not be co-opted, says Megan Knab, CEO and Founder of Franklin.  ( 29 min )

AgriFORCE brings stranded natural gas online for crypto mining and compute with its new Alberta site.  ( 27 min )

Uncertainty in the Middle East drove volatility despite protocol reaching 46 million monthly users.  ( 27 min )

The drop comes amid growing unease surrounding the conflict between Iran and Israel and Trump's convening of the National Security Council.  ( 27 min )

The trader also lost $12.5 million on a bitcoin long last week.  ( 26 min )

The token has found support at the $2.41-$2.42 range, forming a potential consolidation zone after the sharp decline.  ( 27 min )

ADA fell below $0.620 Monday, posting a 5.35% daily loss as bearish momentum continued, though some patterns hint at potential base formation near key support.  ( 29 min )

Recent price action shows the Avalanche blockchain token struggling to maintain support in the $18.90-19.00 zone amid diminishing trading volumes.  ( 27 min )

ETH slipped 3.7% Tuesday to $2,555 but held key support amid persistent whale accumulation and a major spike in on-chain buying activity over the past week.  ( 29 min )

Cosmos token faces significant selling pressure amid geopolitical tensions and broader market uncertainty.  ( 26 min )

SOL fell to $149.46 Tuesday after a late-evening sell-off erased earlier gains, though some institutional analysts continue to frame it as a long-term ETH rival.  ( 29 min )

Trading platform Uphold, which holds 1.8 billion XRP, is looking to integrate FXRP. Separately, NASDAQ-listed VivoPower has committed $100 million in XRP for deployment on the Flare network.  ( 27 min )

Tokenization specialist Global Settlement said the deal marks the first fully tokenized capital stack for an operational energy asset.  ( 26 min )

The hacker could only swap $25,000 worth of the token due to low liquidity.  ( 25 min )

The facility grants the company the right to issue and sell new shares pending regulatory conditions.  ( 24 min )

Internet Computer (ICP) and NEAR Protocol (NEAR) saw the sharpest declines, falling 7.6% and 7.2% respectively.  ( 23 min )

The CoinDesk Overnight Rates (CDOR) convert USDC and USDT stablecoin borrowing data on Aave into daily benchmarks to support hedging and rate-based products.  ( 26 min )

Ethereum’s largest restaking protocol has launched EigenCloud, a new platform offering “verifiability-as-a-service” for developers.  ( 26 min )

The firm's stablecoin clearing system aims to facilitate adoption by solving the stablecoin sector's fragmentation problem.  ( 25 min )

Bitcoin cash has broken out of a triangle pattern against bitcoin.  ( 26 min )

Co‑founder Tiancheng Xie revealed that Polyhedra Network is launching a buyback strategy to support ZKJ token prices after an “egregious” liquidity attack wiped out over 80% of its value.  ( 27 min )

Your day-ahead look for June 16, 2025  ( 41 min )

Amid global economic tensions, XRP breaks crucial resistance and establishes fresh support, eyeing a run toward $2.40.  ( 28 min )

Odds of U.S. military strike against Iran before July slide.  ( 25 min )

Cathie Wood’s firm looks to take profit as Circle shares surge nearly fivefold from the IPO.  ( 25 min )

The payments-focused cryptocurrency has gained just 7.5% this year.  ( 25 min )

The percentage of block trades via Deribit's RFQ increased to 27.5% this month, reflecting strong institutional demand.  ( 27 min )

The mass suspension of Pump.fun and other memecoin-linked accounts has stirred speculation of regulatory heat and platform violations, just as the Solana-based launchpad gears up for a billion-dollar token sale.  ( 26 min )

The memecoin maintained stability during a market-wide liquidation event, forming a critical technical pattern at key support levels.  ( 29 min )

Analysts are eyeing this week’s Federal Reserve meeting for a decision on rate cuts, as well as cues on bitcoin's movements, with no policy changes expected.  ( 28 min )

If stablecoins are the future of payments, Tron Inc., not Circle, might be how investors get exposure to these new financial rails, especially in emerging markets.  ( 32 min )

A Bitcoin price drop below $102,000 could be followed by a swift 25% rally to new all-time highs.

The bill passed without amendments to address Donald Trump’s connections to World Liberty Financial’s stablecoin, which many Democrats had been calling for.

The Tuesday notices will push the SEC's deadline to approve or disapprove of the ETFs to late July, though it could be delayed further at that time.

Ethereum layer-2 growth and $830 million in spot ETH ETF inflows show investors’ true feelings even as the wider crypto market crumbles.